Image Retrieval

Author

Steven Ndung’u et al.

Published

July 11, 2024


Model Evaluation COSFIRE Filters Approach


Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Code
class CosfireNet(nn.Module):
    def __init__(self, input_size, bitsize, l1_reg, l2_reg):
        super(CosfireNet, self).__init__()
        self.l1_reg = l1_reg
        self.l2_reg = l2_reg
        self.hd = nn.Sequential(
            nn.Linear(input_size, 300),
            nn.BatchNorm1d(300),
            nn.Tanh(),
            nn.Linear(300, 200),
            nn.BatchNorm1d(200),
            nn.Tanh(),
            nn.Linear(200, bitsize),
            nn.Tanh()
        )
    def forward(self, x):
        regularization_loss = 0.0
        for param in self.hd.parameters():
            regularization_loss += torch.sum(torch.abs(param)) * self.l1_reg  # L1 regularization
            regularization_loss += torch.sum(param ** 2) * self.l2_reg  # L2 regularization
        return self.hd(x), regularization_loss

Without regularization

With regularization
Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.


The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 32 0.10 8 0.00100 24 0.000000e+00 0.000000e+00 83.02 77.06 80.88 74.34 78.70 82.08 82.78 82.99 81.86 82.59 81.96 84.60 79.97 80.16 80.79 82.55 81.79 85.00 81.71 81.96 42.66 73.92 82.81 75.16 76.75 79.66
1 372 32 0.10 8 0.00100 24 0.000000e+00 1.000000e-08 83.60 82.83 86.41 84.29 83.41 85.32 84.77 84.80 85.74 84.97 86.49 84.97 83.60 84.04 85.88 84.49 86.02 84.61 85.05 85.47 84.89 85.27 88.97 86.10 86.00 85.57
2 372 32 0.10 8 0.00100 24 1.000000e-08 0.000000e+00 82.63 84.37 87.46 86.09 84.16 82.74 84.69 87.78 86.83 86.18 84.29 85.27 83.01 85.60 85.09 86.44 86.56 83.36 85.93 83.26 85.92 85.41 86.67 86.04 86.58 86.88
3 372 32 0.10 8 0.00100 24 1.000000e-08 1.000000e-08 82.72 85.51 85.15 85.90 84.90 84.90 87.91 85.55 85.08 87.94 84.92 84.96 84.12 84.35 87.23 84.42 84.92 84.69 86.24 84.96 85.99 85.36 84.04 86.87 85.97 85.43
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 87.26 87.54 85.96 87.95 87.24 87.47 88.51 88.19 86.30 87.48 89.23 89.36 86.48 86.07 88.76 89.85 87.70 88.21 88.83 87.42 87.77 87.53 88.15 85.79 88.01 87.08
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.32 88.05 87.55 88.71 88.73 88.70 87.29 89.62 88.13 88.91 88.93 88.02 42.66 88.64 88.71 88.65 88.02 87.93 89.03 88.28 88.96 88.01 88.04 87.30 88.96 91.49
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.87 88.55 87.43 86.56 88.75 87.25 86.45 87.61 89.56 88.75 88.59 88.36 88.91 88.78 88.05 89.25 88.47 89.18 89.37 87.32 89.05 87.02 87.23 88.91 87.95 87.71
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.99 88.35 86.22 88.45 88.44 86.48 87.88 89.03 42.66 89.18 87.93 88.21 87.83 87.65 88.12 90.48 87.62 88.92 88.20 88.84 87.32 87.20 88.17 85.13 88.16 87.47
16 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 85.82 86.78 87.96 87.74 86.67 89.14 85.81 87.76 87.36 88.20 87.98 88.50 87.86 88.67 88.77 87.98 88.15 89.59 89.17 86.66 88.35 88.46 87.91 86.29 89.09 87.40
17 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 86.32 87.62 88.31 89.03 87.31 87.90 86.63 87.06 88.14 90.04 88.96 89.92 88.89 87.32 89.76 88.24 88.90 88.05 88.71 89.95 86.49 88.09 88.67 86.99 88.73 88.09
18 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.73 87.46 87.00 87.45 86.08 87.80 88.65 87.93 89.01 87.65 89.20 90.02 89.01 87.65 88.90 87.44 86.75 88.08 89.51 87.72 87.02 87.59 87.89 87.55 88.16 89.32
19 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 86.64 88.69 87.25 86.84 87.94 89.04 89.00 88.51 88.32 87.47 88.50 88.59 86.79 87.06 88.34 90.12 87.46 88.92 88.01 87.91 88.63 87.21 88.51 89.06 86.66 88.54
24 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.33 86.44 83.60 88.37 85.34 87.86 87.07 88.43 85.53 87.86 89.66 87.72 86.85 87.79 88.16 86.59 88.38 87.10 88.66 86.73 87.08 88.72 88.03 89.28 88.76 88.88
25 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.10 87.93 86.31 86.12 86.07 89.59 87.79 88.73 87.81 87.83 88.72 88.39 88.28 87.77 87.56 89.05 87.17 88.65 87.78 87.79 87.90 87.83 86.88 88.69 87.52 88.19
26 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.34 87.42 86.84 87.45 87.29 88.07 88.27 87.55 87.61 88.61 87.85 88.49 87.01 88.66 89.66 88.99 88.42 85.60 88.12 87.83 87.96 87.95 85.98 87.63 88.41 88.40
27 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.68 88.87 88.40 88.32 89.00 88.61 86.89 88.31 88.18 86.84 89.76 88.71 77.30 89.51 87.94 87.41 87.78 88.74 89.08 87.68 86.81 88.00 87.72 87.99 87.67 87.85
32 372 32 0.10 8 0.00100 36 0.000000e+00 0.000000e+00 79.00 79.84 81.60 75.50 79.61 82.52 81.87 81.65 81.94 80.97 83.35 81.71 81.37 80.36 82.91 76.56 77.27 73.36 83.46 83.12 80.67 80.46 81.92 78.08 79.07 82.36
33 372 32 0.10 8 0.00100 36 0.000000e+00 1.000000e-08 84.86 85.14 82.97 84.20 84.22 84.15 86.86 86.53 85.80 87.54 83.25 84.01 88.20 86.21 86.85 86.16 85.47 85.34 86.11 84.57 85.65 86.02 86.91 87.10 42.66 84.53
34 372 32 0.10 8 0.00100 36 1.000000e-08 0.000000e+00 84.38 84.15 86.33 84.60 85.63 86.19 83.49 85.49 83.17 82.82 85.37 85.12 85.28 86.16 82.59 85.26 84.99 83.69 85.19 86.23 85.07 84.72 85.67 80.98 82.96 84.79
35 372 32 0.10 8 0.00100 36 1.000000e-08 1.000000e-08 82.52 82.67 86.05 80.81 83.00 84.26 84.36 87.21 85.22 82.28 86.49 84.99 84.85 83.95 84.09 82.36 84.54 83.07 83.64 84.80 84.16 85.13 83.21 83.40 85.46 85.50
40 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.03 87.52 85.77 87.73 87.15 87.30 86.17 89.61 89.05 88.33 87.00 88.85 86.33 85.76 88.19 88.85 87.81 89.72 87.62 87.19 88.21 86.88 88.10 87.54 87.26 87.99
41 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 85.64 89.09 87.49 88.03 86.18 88.23 86.32 89.48 88.48 89.13 87.17 88.90 87.94 87.83 88.66 87.34 89.34 87.36 87.15 88.64 89.09 87.64 86.10 88.09 88.45 88.23
42 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 86.78 87.46 87.65 87.24 85.78 89.13 88.57 87.47 87.42 89.92 89.93 87.61 88.97 86.15 87.13 89.06 87.68 88.83 89.29 89.52 87.10 88.40 89.22 88.26 87.90 87.99
43 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.97 87.85 87.33 88.35 87.39 88.40 88.73 87.98 88.27 88.09 89.89 88.38 87.63 88.81 88.82 89.47 89.53 87.07 88.25 88.20 88.63 88.28 88.74 87.11 88.82 88.15
48 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.60 88.25 87.83 88.24 87.74 87.82 87.34 88.81 88.18 87.66 87.84 87.39 88.46 89.93 89.37 89.43 87.21 87.71 88.14 90.79 88.63 88.14 88.23 87.53 89.16 88.11
49 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.42 89.12 86.64 87.80 88.42 87.77 87.35 88.87 87.99 86.98 88.76 89.80 88.43 87.35 88.89 88.06 86.91 88.05 88.44 88.72 87.81 87.47 87.74 88.24 89.92 88.55
50 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.38 86.53 86.81 89.66 88.73 88.81 87.06 89.98 86.75 88.43 89.40 88.08 88.74 87.98 90.00 89.30 88.91 87.29 89.28 89.53 87.81 87.92 87.84 87.99 86.88 87.97
51 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.01 87.86 86.40 88.08 87.46 88.32 88.78 87.30 87.50 87.50 88.79 88.76 87.65 89.04 87.25 88.01 87.68 88.80 89.52 89.45 87.00 87.59 88.11 87.73 86.69 87.43
56 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 87.40 88.02 88.22 88.61 90.10 88.32 87.68 88.25 90.56 87.28 89.12 87.48 88.61 88.54 88.72 89.00 89.28 86.27 88.94 88.11 87.74 87.10 88.46 87.54 87.87 88.23
57 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.76 87.51 87.94 88.30 88.05 90.40 88.33 88.74 90.39 86.87 89.21 89.00 88.12 86.75 88.55 89.20 86.58 89.69 86.80 88.62 88.29 89.36 87.88 87.82 88.06 88.23
58 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.77 86.47 86.36 89.20 88.73 88.51 86.71 88.07 88.84 87.98 88.06 88.31 86.78 87.77 87.43 88.63 86.83 88.26 88.46 88.61 88.04 88.25 87.60 88.32 87.92 88.27
59 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.49 88.55 90.46 86.21 86.25 89.26 85.62 88.55 87.69 87.43 88.01 89.12 90.09 89.84 88.59 87.87 88.27 89.03 89.29 87.56 88.36 89.76 88.97 86.65 87.67 87.86
64 372 32 0.10 8 0.00100 48 0.000000e+00 0.000000e+00 78.12 80.29 72.77 67.01 72.15 79.10 86.24 76.61 74.08 79.78 82.85 80.96 80.22 67.43 70.06 83.83 72.23 77.37 77.54 81.27 77.50 79.11 79.25 70.52 75.50 70.41
65 372 32 0.10 8 0.00100 48 0.000000e+00 1.000000e-08 83.73 83.21 82.20 74.64 82.71 76.73 82.98 75.85 81.70 82.71 78.72 78.32 82.11 82.15 70.92 83.65 83.75 81.33 79.12 81.10 80.83 77.79 78.52 76.02 79.17 78.44
66 372 32 0.10 8 0.00100 48 1.000000e-08 0.000000e+00 81.25 42.66 80.77 75.03 74.36 75.65 86.49 80.76 84.33 83.91 81.45 83.86 84.19 81.58 79.89 81.51 76.08 83.63 80.46 81.71 85.18 75.42 78.20 74.28 79.62 79.24
67 372 32 0.10 8 0.00100 48 1.000000e-08 1.000000e-08 82.26 78.16 84.94 42.66 82.95 76.00 82.67 82.43 80.14 84.07 79.33 83.92 81.08 80.45 80.15 84.39 78.75 82.05 83.18 79.84 77.40 68.41 78.60 73.67 80.75 75.44
72 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 89.01 88.92 89.38 86.06 86.06 89.97 88.31 89.56 87.59 88.64 89.41 89.02 88.90 88.85 88.79 88.60 88.42 88.40 92.15 89.60 84.89 87.01 88.81 87.91 88.18 86.59
73 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 88.13 87.81 89.19 85.96 88.13 89.17 89.28 88.34 86.88 88.48 89.51 88.91 87.76 88.85 89.64 89.60 87.82 86.12 88.93 90.33 88.99 87.86 86.21 88.94 89.06 86.02
74 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 88.78 88.03 87.82 86.73 88.29 88.94 85.17 88.84 89.44 86.70 91.23 89.36 88.35 91.13 88.50 88.45 88.71 89.45 90.01 88.62 88.77 88.46 89.39 88.81 89.16 89.22
75 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 88.30 87.41 87.72 86.53 85.77 86.48 88.83 88.83 88.79 88.33 90.89 88.37 89.15 88.06 89.89 88.97 87.97 90.56 90.25 88.67 89.36 89.33 89.34 89.70 88.73 88.69
80 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 87.57 89.43 86.44 86.16 87.96 89.02 89.28 85.86 88.21 88.77 89.86 88.39 87.87 89.22 88.64 88.45 89.87 87.92 87.86 88.18 90.20 89.49 86.15 87.51 89.64 88.05
81 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.71 88.06 88.35 87.69 88.76 87.74 87.79 87.72 87.28 87.60 90.00 93.24 88.97 87.98 88.24 89.74 88.43 89.80 88.47 88.23 88.53 87.14 88.05 86.39 90.76 87.71
82 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.92 88.98 87.13 88.07 88.21 90.25 88.01 89.46 87.03 88.41 89.45 90.96 88.02 87.74 87.46 89.55 89.67 87.71 88.96 88.28 88.85 88.07 87.25 89.18 89.02 89.16
83 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.97 88.57 88.39 87.41 87.51 89.52 87.46 88.66 87.90 88.62 89.20 89.92 88.39 89.57 90.36 87.53 88.73 89.50 89.03 89.57 89.19 89.22 88.44 89.77 89.32 90.97
88 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.43 86.95 87.23 87.58 88.60 88.61 88.49 88.44 89.23 88.27 90.57 89.31 87.05 88.31 88.27 87.74 90.10 88.95 89.71 88.81 87.68 89.29 88.82 88.08 89.99 87.64
89 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 86.09 86.86 89.79 88.44 86.87 89.10 87.75 87.95 88.72 88.34 89.74 88.27 88.93 89.11 89.00 90.28 90.14 87.98 90.22 90.22 89.44 77.67 89.31 89.13 88.17 87.65
90 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 87.42 87.00 88.76 87.48 85.55 89.67 87.43 88.79 88.44 88.96 86.61 88.34 88.67 85.31 87.50 87.50 87.24 90.71 89.43 88.20 88.72 88.15 87.33 89.40 88.26 88.48
91 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.04 88.82 86.51 86.54 88.21 88.11 88.36 88.89 88.22 88.98 89.24 90.72 85.11 87.89 90.45 89.20 89.06 89.22 89.63 90.43 87.99 87.64 89.18 88.72 89.64 88.23
96 372 32 0.10 8 0.00001 24 0.000000e+00 0.000000e+00 77.47 84.88 75.73 78.49 78.99 82.00 80.94 78.33 84.36 86.23 84.11 82.80 84.41 83.33 78.77 79.79 77.20 75.61 82.06 83.96 79.12 82.72 83.27 71.91 80.78 79.40
97 372 32 0.10 8 0.00001 24 0.000000e+00 1.000000e-08 84.22 81.89 84.51 85.41 85.94 85.45 85.37 82.96 83.10 85.67 86.61 85.44 85.65 87.13 86.48 84.45 85.98 85.58 84.08 84.50 86.69 85.28 85.31 84.77 87.52 87.07
98 372 32 0.10 8 0.00001 24 1.000000e-08 0.000000e+00 83.46 86.23 84.42 86.53 86.55 84.21 84.50 87.18 84.77 82.98 85.14 87.46 86.64 87.05 86.89 83.18 85.39 84.73 84.69 85.35 84.98 84.69 87.46 86.02 86.97 85.66
99 372 32 0.10 8 0.00001 24 1.000000e-08 1.000000e-08 84.77 89.21 87.68 84.71 85.62 84.61 84.15 88.85 86.72 85.20 85.85 85.69 83.64 85.06 85.18 85.05 86.66 85.82 86.05 84.98 85.25 85.59 85.24 86.39 84.58 86.28
104 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.17 86.06 86.85 86.35 85.56 87.36 87.49 86.68 85.19 86.22 86.97 87.04 87.41 86.09 88.36 88.34 87.46 88.28 88.11 85.36 88.83 87.76 88.23 88.17 87.70 87.28
105 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.05 86.34 86.28 88.28 87.28 89.42 86.88 89.00 87.22 88.37 88.45 88.39 87.88 87.89 87.68 88.71 89.43 87.90 87.38 87.78 88.57 89.32 87.69 88.65 89.44 89.18
106 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.26 89.68 88.11 88.57 87.52 88.17 87.81 85.95 87.94 87.72 91.26 89.20 88.00 89.19 88.83 86.87 88.24 88.97 89.26 87.21 87.54 87.90 87.37 88.62 87.78 87.95
107 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.63 87.99 87.78 90.23 88.74 88.17 90.45 89.38 87.89 89.98 89.09 88.94 87.96 87.86 88.66 89.86 88.64 88.62 88.84 89.11 88.38 89.54 88.76 88.91 87.78 88.67
112 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 88.37 87.84 86.67 88.34 87.63 88.22 85.76 87.95 88.57 88.74 88.23 89.10 86.12 88.27 86.90 86.23 90.26 88.62 89.40 86.95 89.24 86.88 87.07 77.57 87.98 87.96
113 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 89.46 87.22 88.19 89.27 88.54 87.81 88.52 87.79 89.29 86.73 89.54 88.54 86.25 88.04 88.91 88.94 90.21 89.60 89.09 88.39 88.58 88.81 89.71 88.62 89.89 88.98
114 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 86.57 88.88 87.03 89.36 87.63 88.41 89.22 87.21 88.84 87.92 87.72 88.38 89.74 88.54 87.78 88.84 87.24 87.99 88.30 87.73 88.51 88.51 87.12 87.92 88.91 89.02
115 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.49 88.22 89.45 88.94 89.22 88.56 86.82 88.96 88.78 88.63 89.07 89.18 88.08 88.35 89.98 88.38 89.05 88.82 87.53 89.44 88.47 88.40 88.69 86.48 89.63 88.89
120 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.65 87.18 87.41 87.82 85.43 88.23 86.40 86.90 89.69 87.93 88.29 88.13 87.05 88.49 88.57 87.61 88.85 89.16 88.14 89.51 89.07 86.86 85.99 86.26 88.01 88.38
121 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.93 88.85 87.49 85.45 86.97 87.55 90.03 87.36 88.04 88.67 87.62 89.38 88.66 88.24 88.72 88.00 88.16 87.87 89.14 90.97 87.74 87.36 88.27 88.07 88.21 87.54
122 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.54 88.83 87.70 87.80 88.11 89.92 87.66 89.10 88.91 87.66 87.94 88.01 87.93 88.17 88.16 88.21 88.01 87.93 87.43 88.40 88.04 88.48 87.36 89.35 89.40 86.33
123 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.81 88.05 88.26 89.00 89.00 88.70 88.21 88.93 88.28 87.06 89.01 88.36 87.61 87.91 87.92 89.71 89.09 88.22 88.82 89.86 88.36 87.41 86.74 86.87 86.62 87.13
128 372 32 0.10 8 0.00001 36 0.000000e+00 0.000000e+00 82.16 84.73 81.97 76.21 76.34 81.38 83.70 83.81 83.03 82.30 85.45 82.98 82.33 85.57 78.31 83.20 81.22 82.42 84.42 83.55 84.90 83.02 82.93 76.03 76.78 76.38
129 372 32 0.10 8 0.00001 36 0.000000e+00 1.000000e-08 83.03 85.37 85.84 80.29 85.88 86.60 84.00 83.88 84.46 86.82 85.94 86.24 85.33 86.40 84.78 84.35 85.70 83.46 85.31 83.51 86.51 82.29 85.60 86.52 85.70 87.11
130 372 32 0.10 8 0.00001 36 1.000000e-08 0.000000e+00 81.86 84.78 79.69 85.27 81.81 86.15 86.66 82.52 84.05 84.80 86.22 84.84 85.11 83.20 86.47 83.21 86.51 82.70 85.29 87.71 86.44 84.92 85.52 83.56 81.75 84.46
131 372 32 0.10 8 0.00001 36 1.000000e-08 1.000000e-08 83.86 84.90 83.84 86.67 82.94 85.92 84.44 87.46 82.79 87.31 85.46 84.92 85.68 86.29 82.56 85.54 85.48 85.57 85.46 85.88 86.76 83.76 87.69 84.79 84.16 87.29
136 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 88.11 89.60 86.44 89.39 89.50 87.87 86.01 88.88 88.86 89.93 88.59 88.16 88.62 87.90 87.91 87.96 88.59 88.53 87.46 88.18 88.67 87.63 88.33 88.48 86.07 89.47
137 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.53 88.19 88.22 87.99 87.60 88.08 87.56 87.43 88.29 88.71 89.68 89.47 88.89 89.07 89.77 88.83 87.54 89.19 89.87 89.03 88.53 89.78 87.37 87.89 89.38 89.06
138 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 86.91 86.94 87.19 89.80 87.61 87.81 86.37 88.01 87.50 88.68 89.92 89.88 88.85 87.52 88.61 89.93 87.49 89.62 89.06 88.72 87.88 88.55 87.39 87.84 86.88 88.54
139 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.19 87.77 88.49 89.07 88.34 87.13 87.50 88.83 88.74 88.02 88.81 89.82 88.37 86.70 88.60 88.05 88.46 87.68 87.18 89.34 87.88 89.13 88.27 87.88 88.48 88.86
144 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.58 88.91 85.12 87.80 88.11 86.26 86.85 88.38 88.94 89.05 88.19 88.70 88.66 88.54 87.48 87.56 87.10 89.00 88.79 89.38 88.51 89.17 89.01 87.97 87.48 89.21
145 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.73 88.64 88.02 88.60 86.83 86.42 86.96 89.59 87.66 85.92 87.42 88.82 86.95 89.56 87.71 88.75 88.00 88.99 88.19 87.76 86.97 88.94 86.68 88.03 89.43 88.74
146 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.70 87.50 88.95 87.84 88.40 88.02 88.52 88.78 88.24 88.55 88.05 88.01 87.36 86.98 90.34 86.41 90.33 89.20 88.29 88.80 88.25 86.88 87.87 89.22 88.01 88.72
147 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.32 87.77 88.79 89.14 87.81 87.86 87.42 88.18 88.77 87.79 90.04 88.07 88.00 88.72 88.84 89.97 89.20 88.86 88.07 88.75 86.28 89.73 86.77 87.43 88.37 87.47
152 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 85.81 86.73 86.65 89.16 88.47 88.26 89.19 88.17 88.48 91.03 87.98 88.56 88.65 87.90 83.94 87.84 88.66 42.66 87.85 88.49 88.46 89.09 88.30 86.83 89.44 88.43
153 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.76 89.73 86.38 88.98 87.59 87.54 87.87 86.64 88.85 88.00 88.51 88.72 89.33 89.02 88.54 88.41 87.58 87.81 88.57 87.62 89.06 87.02 89.11 87.60 88.89 88.38
154 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.26 88.87 85.55 87.81 88.04 89.22 88.78 88.10 89.57 88.72 90.33 88.75 87.33 88.12 87.69 86.11 87.22 88.31 89.43 89.93 89.00 88.12 89.63 88.79 87.28 88.62
155 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 87.34 86.18 86.54 88.59 87.74 88.07 88.66 87.45 87.96 88.06 88.59 88.05 88.44 86.81 89.03 88.31 89.92 87.76 89.54 88.01 89.02 88.24 88.37 87.44 88.88 89.40
160 372 32 0.10 8 0.00001 48 0.000000e+00 0.000000e+00 71.24 73.96 81.34 70.38 71.98 75.60 78.19 77.49 80.46 80.29 80.83 82.42 78.65 80.08 69.53 82.14 68.82 78.17 79.00 81.70 76.45 71.64 67.89 76.65 71.46 73.51
161 372 32 0.10 8 0.00001 48 0.000000e+00 1.000000e-08 83.88 84.16 83.66 78.28 84.09 83.93 83.67 81.89 83.66 83.29 79.11 80.52 81.92 67.44 85.73 80.46 85.24 82.46 80.06 71.60 78.75 77.96 76.38 82.12 80.41 81.98
162 372 32 0.10 8 0.00001 48 1.000000e-08 0.000000e+00 80.34 79.00 82.50 75.32 78.96 83.86 82.66 85.99 85.34 83.19 81.60 77.52 80.76 80.71 84.35 82.24 84.09 84.53 83.62 80.35 80.10 76.63 79.33 73.47 78.72 75.95
163 372 32 0.10 8 0.00001 48 1.000000e-08 1.000000e-08 80.02 77.63 82.86 64.04 84.24 69.16 80.93 80.60 83.14 84.65 81.20 82.06 83.77 79.74 64.48 80.40 66.84 80.86 82.73 80.83 81.61 77.89 83.25 71.32 77.10 75.74
168 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.94 87.64 86.47 89.54 87.19 88.82 88.59 89.08 87.49 89.22 86.56 88.12 88.62 87.64 42.66 89.64 89.33 89.27 91.13 87.43 87.88 88.58 89.48 89.36 72.19 88.39
169 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 85.99 89.32 88.81 87.25 88.17 88.74 89.07 89.15 89.93 89.28 89.61 90.38 88.01 89.33 88.97 88.67 88.84 91.38 89.01 88.32 86.59 88.99 86.54 88.75 88.16 89.10
170 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.47 87.82 87.97 77.01 88.00 87.75 88.16 87.84 88.70 89.00 89.59 90.67 88.85 89.55 88.59 89.96 89.49 88.03 90.65 88.82 87.21 89.55 86.87 87.47 90.00 87.97
171 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.62 88.80 87.11 88.40 87.77 88.94 88.35 87.60 88.20 88.84 89.29 90.27 88.31 89.37 90.31 89.33 88.37 90.08 91.43 89.63 88.88 89.30 88.06 86.41 89.61 75.96
176 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.06 86.30 87.00 88.15 87.67 89.41 88.40 87.86 88.51 87.05 89.22 88.73 88.10 86.95 90.65 88.93 87.84 88.16 90.29 88.74 87.68 88.81 89.01 90.44 88.64 88.93
177 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 88.05 86.56 88.12 89.19 88.79 89.32 89.27 87.64 88.12 88.42 88.64 88.74 89.24 89.92 89.16 88.01 88.83 89.19 90.60 89.70 88.99 88.49 72.23 89.84 89.37 89.91
178 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.43 88.46 86.32 88.80 87.81 90.19 89.05 89.11 88.78 89.18 89.61 88.22 88.75 87.96 87.15 88.27 88.22 88.71 89.85 89.85 88.50 89.36 90.33 87.17 86.76 90.44
179 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.81 87.63 87.69 87.80 89.30 87.73 86.73 89.49 89.01 88.55 90.15 89.10 87.08 86.69 87.43 89.39 89.10 87.31 91.33 90.49 91.37 88.92 87.91 87.58 87.48 88.72
184 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.48 88.24 89.03 85.27 85.84 88.00 88.25 88.07 88.31 86.52 89.35 89.36 89.30 87.14 86.54 89.68 88.90 89.71 89.00 89.50 87.91 87.61 88.79 88.45 88.03 87.76
185 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.47 87.96 87.08 87.48 88.34 89.04 87.27 88.64 88.42 87.47 89.80 89.47 87.85 87.77 90.41 90.31 87.45 87.94 89.09 90.30 87.74 87.71 87.79 88.11 89.48 89.16
186 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.37 87.63 88.03 86.13 88.04 86.95 85.75 87.26 86.83 88.70 90.14 91.71 89.57 89.91 89.41 88.88 87.83 88.41 88.90 88.72 88.45 88.31 88.21 89.33 88.86 85.74
187 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 88.22 88.56 87.82 88.31 87.94 89.43 86.88 90.42 89.11 88.78 88.97 86.72 88.15 89.06 86.65 88.23 87.56 89.65 88.89 89.90 89.75 90.31 89.17 89.40 90.39 74.53
192 372 32 0.01 8 0.00100 24 0.000000e+00 0.000000e+00 87.07 90.35 87.88 88.62 89.90 89.43 89.73 89.15 88.52 88.05 90.03 88.26 88.61 89.42 89.67 89.12 89.13 89.93 90.51 89.88 89.07 88.74 89.38 89.56 88.23 88.23
193 372 32 0.01 8 0.00100 24 0.000000e+00 1.000000e-08 87.64 90.25 89.29 88.62 89.08 89.51 89.33 88.74 89.40 88.92 89.08 89.35 88.88 89.32 89.58 89.50 88.90 88.76 89.62 89.79 89.21 89.80 90.55 89.04 88.80 88.73
194 372 32 0.01 8 0.00100 24 1.000000e-08 0.000000e+00 88.20 88.80 89.26 87.96 89.07 89.69 90.59 88.96 90.50 88.33 90.78 90.02 89.06 88.84 89.15 90.61 86.71 90.76 90.39 90.38 89.11 88.86 89.63 89.88 88.87 87.71
195 372 32 0.01 8 0.00100 24 1.000000e-08 1.000000e-08 89.22 88.39 89.10 89.13 89.10 90.33 88.58 89.71 88.59 88.38 89.89 87.75 87.94 89.22 90.35 90.74 89.36 87.79 90.60 89.66 90.95 89.53 88.72 88.57 87.74 88.53
200 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.30 89.49 89.08 91.07 87.21 90.03 89.07 88.83 88.35 88.86 89.62 89.95 90.20 89.64 89.80 89.31 89.52 90.20 90.33 89.84 89.16 88.80 87.60 88.19 89.54 89.12
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.54 88.31 90.73 89.92 89.55 91.23 88.26 89.90 88.80 90.47 90.24 90.96 90.50 88.89 89.85 90.76 88.77 90.51 89.01 90.36 89.24 90.77 89.28 89.04 88.95 90.26
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.55 90.60 88.18 89.19 89.04 90.10 88.93 89.96 89.68 90.44 88.57 90.47 90.08 90.13 89.24 89.77 90.23 90.23 89.16 90.54 90.25 90.27 88.84 89.28 88.49 88.92
203 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.57 88.24 90.19 89.36 89.77 89.96 89.52 89.82 88.35 88.95 90.37 90.48 90.10 89.17 88.73 91.17 88.76 89.43 89.82 88.85 89.04 89.32 89.33 88.93 89.20 88.40
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.13 89.86 89.04 89.75 89.26 91.29 90.14 89.88 89.19 89.77 90.12 90.21 90.94 88.35 89.55 90.15 88.99 90.73 90.61 89.69 89.51 89.51 89.61 89.99 91.07 90.30
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.62 90.03 90.08 89.50 90.21 90.62 89.89 90.98 90.85 89.25 90.70 89.34 90.26 90.01 88.90 89.89 90.72 90.78 90.47 89.97 91.08 89.97 90.16 87.67 89.41 89.74
210 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.09 87.74 89.85 88.02 89.91 89.43 88.95 90.46 89.06 88.62 90.94 90.71 90.04 89.90 89.40 89.43 89.30 90.01 91.12 89.42 89.60 90.70 89.30 89.47 90.43
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.91 89.24 89.53 90.85 88.79 90.69 87.92 91.38 89.33 88.91 90.61 90.30 89.00 89.51 87.39 89.08 89.88 90.06 89.56 90.90 90.56 89.96 90.03 90.42 90.29 88.59
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.54 88.91 88.61 89.11 88.73 90.07 90.55 89.43 89.17 88.42 89.83 90.70 90.16 89.33 89.69 89.60 88.70 90.23 91.39 92.27 90.42 90.30 89.21 89.49 90.46 90.37
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.28 89.15 89.35 89.08 88.96 89.10 89.53 90.87 88.63 89.67 90.87 90.19 90.13 90.12 89.91 89.73 89.65 88.57 90.14 90.52 90.73 90.68 88.80 89.49 90.94 88.49
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.18 90.16 88.13 90.05 88.58 90.18 89.47 90.10 89.98 89.10 92.18 90.20 88.75 87.78 90.05 90.60 89.10 89.52 90.62 90.42 90.34 90.19 90.41 88.90 90.02 89.47
219 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.57 88.73 90.25 88.14 89.35 90.19 90.57 91.61 87.81 88.91 90.16 89.81 89.24 88.07 89.46 89.31 89.58 89.18 90.06 89.24 89.30 90.54 88.55 89.41 90.91 90.12
224 372 32 0.01 8 0.00100 36 0.000000e+00 0.000000e+00 89.23 90.44 90.76 87.89 88.91 89.31 89.21 91.26 89.79 89.45 90.31 89.07 89.19 88.18 86.52 90.37 88.48 89.95 90.25 90.52 88.92 88.09 87.48 89.46 88.90 88.19
225 372 32 0.01 8 0.00100 36 0.000000e+00 1.000000e-08 89.50 89.55 88.72 88.79 88.41 90.14 88.46 89.70 88.76 89.45 88.50 89.87 90.74 89.23 89.12 90.19 88.52 90.07 89.97 90.00 89.41 88.53 88.86 87.33 86.60 89.16
226 372 32 0.01 8 0.00100 36 1.000000e-08 0.000000e+00 87.92 89.84 88.62 91.03 90.19 88.91 89.54 89.90 90.01 89.29 90.71 89.87 89.40 90.09 89.59 89.50 88.77 89.86 90.69 90.81 88.23 88.92 89.78 88.36 87.67 89.21
227 372 32 0.01 8 0.00100 36 1.000000e-08 1.000000e-08 89.84 89.07 88.09 90.67 89.04 89.47 88.63 90.91 89.58 89.52 88.79 90.21 88.45 89.27 89.49 89.26 88.36 89.41 90.45 90.67 88.14 89.48 88.68 89.38 88.08 87.11
232 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 92.22 89.10 89.05 90.02 90.59 89.62 88.28 90.46 88.68 89.43 90.56 89.93 89.33 90.16 89.12 89.44 90.10 90.63 90.15 90.13 88.04 88.97 88.66 88.48 87.96 87.85
233 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.77 89.28 91.10 88.49 89.75 89.71 88.38 89.31 89.80 89.55 89.39 90.49 90.50 90.50 89.94 89.83 88.77 90.19 89.68 89.67 88.18 90.67 88.40 88.42 88.79 89.30
234 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.07 87.54 89.22 89.08 88.57 90.36 90.50 89.76 89.69 89.84 90.77 88.97 89.78 88.59 88.86 89.00 89.21 90.11 89.54 90.39 89.57 88.17 87.75 87.74 88.63 89.69
235 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.18 90.08 88.45 89.52 89.55 88.65 87.82 90.02 89.76 90.26 90.19 89.32 88.53 90.76 88.43 89.98 89.89 88.61 89.57 89.84 88.77 90.25 88.55 87.63 87.70 87.33
240 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.34 89.21 87.69 89.55 90.26 89.73 88.10 89.81 88.22 89.46 89.94 88.36 89.05 88.99 89.78 90.12 88.55 90.62 89.04 88.76 89.82 89.19 88.73 88.95 88.70 87.93
241 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.46 88.85 90.08 89.45 89.74 91.11 88.78 89.88 88.58 89.54 88.83 90.81 89.73 88.06 89.76 88.74 89.29 88.80 89.44 90.19 89.64 90.00 90.12 87.87 88.01 88.41
242 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.53 90.30 89.86 88.64 89.28 89.28 89.10 89.71 88.45 88.59 90.91 90.29 89.89 90.14 89.02 90.06 89.18 89.95 90.41 88.33 89.17 89.42 88.50 87.91 87.43 88.90
243 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.45 88.90 88.72 90.25 88.83 89.50 88.46 88.97 88.54 89.13 89.82 89.42 90.61 88.90 89.63 90.48 89.68 89.02 90.93 88.48 89.24 89.11 89.12 88.78 89.57 87.56
248 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.69 88.91 88.95 89.06 88.17 89.90 90.81 88.97 88.54 89.44 89.21 89.56 88.55 87.79 90.26 89.84 89.82 89.26 89.38 90.56 89.05 90.28 87.43 90.00 88.97 89.24
249 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.96 88.87 89.50 88.58 88.43 89.14 88.57 90.19 89.29 89.64 89.94 88.87 89.48 89.08 88.68 89.95 90.55 90.26 89.38 89.54 88.41 88.69 89.06 89.09 89.52 90.65
250 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.03 88.14 89.71 89.45 89.51 89.67 88.05 88.52 90.82 89.23 88.97 90.28 89.10 89.04 90.32 90.14 88.89 89.07 88.86 88.73 90.81 89.54 87.95 89.15 89.77 88.55
251 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.55 88.85 88.26 90.47 89.06 89.07 88.33 89.82 89.97 88.60 90.31 89.20 89.54 87.30 88.10 89.78 87.89 91.17 90.14 89.72 89.56 89.04 89.19 89.08 89.23 88.33
256 372 32 0.01 8 0.00100 48 0.000000e+00 0.000000e+00 88.99 86.83 85.15 83.93 85.18 89.77 86.28 85.64 86.48 88.30 89.00 88.46 89.82 84.02 87.43 87.21 88.20 85.10 88.43 89.79 85.57 88.15 83.23 83.34 82.79 86.92
257 372 32 0.01 8 0.00100 48 0.000000e+00 1.000000e-08 90.04 91.70 89.70 88.68 89.52 88.21 83.30 88.23 88.83 88.58 81.37 89.94 88.91 83.76 88.74 81.23 81.31 87.09 89.06 88.09 84.74 83.60 83.28 89.05 87.41 77.59
258 372 32 0.01 8 0.00100 48 1.000000e-08 0.000000e+00 86.87 88.27 85.41 87.44 86.74 87.30 88.79 88.20 88.49 87.44 88.60 90.03 87.44 88.54 88.67 82.17 89.74 88.77 88.63 87.46 84.55 81.33 85.35 86.17 86.10 85.17
259 372 32 0.01 8 0.00100 48 1.000000e-08 1.000000e-08 83.49 88.62 81.89 82.85 89.72 88.04 82.35 79.19 84.66 88.75 88.26 89.43 89.61 90.20 86.80 88.58 86.74 88.15 88.62 88.60 88.20 87.20 86.32 87.63 84.35 88.48
264 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.50 89.33 89.19 90.02 89.03 90.22 89.00 89.42 88.64 89.10 90.14 89.89 88.48 89.45 90.47 88.96 90.12 89.01 89.67 91.41 89.03 90.67 88.15 89.96 88.95 88.32
265 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.99 89.22 89.00 90.77 89.25 89.61 89.55 90.30 89.33 89.14 89.80 89.75 88.83 89.52 89.55 90.78 91.12 90.16 90.49 91.32 89.46 89.63 89.14 86.65 88.60 89.89
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.77 90.41 87.90 90.40 89.28 89.72 88.80 88.31 88.33 87.83 90.74 90.31 91.07 90.24 90.17 89.29 89.02 90.80 89.79 89.70 87.90 89.87 90.79 89.61 90.57 88.00
267 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.16 89.65 89.63 90.00 89.35 88.29 91.09 88.74 90.11 89.34 90.15 91.48 88.70 89.27 90.12 89.68 90.19 89.69 89.97 90.13 89.87 89.37 88.41 90.28 89.86 88.74
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.43 89.00 88.22 89.11 89.63 90.14 90.25 89.12 90.89 88.30 90.59 91.02 88.77 88.41 89.68 89.26 91.69 89.57 91.27 90.51 88.83 90.45 89.03 89.70 89.26 90.13
273 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.71 90.65 89.49 88.51 88.64 90.07 88.99 88.96 90.19 88.09 91.22 89.41 89.51 87.66 88.38 88.84 90.72 89.63 90.38 89.83 89.08 89.37 88.15 88.94 90.17 90.19
274 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.77 90.67 88.55 89.07 89.48 90.01 89.91 90.40 88.49 88.87 90.83 90.08 88.30 88.72 89.81 91.03 89.50 89.89 90.45 90.89 89.21 90.33 88.67 87.84 89.99 89.20
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.52 89.29 87.60 88.94 89.94 91.41 90.49 89.20 89.78 88.31 90.86 90.11 89.07 89.44 90.77 88.90 89.13 90.74 90.36 91.42 88.97 89.76 89.35 90.12 89.39 90.75
280 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.96 90.64 88.63 88.84 89.59 89.05 88.08 88.70 89.96 90.42 90.59 90.94 74.86 88.00 89.88 89.43 88.56 90.62 90.84 90.82 89.93 87.27 90.32 89.84 88.92 89.30
281 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 90.09 89.73 89.77 89.38 89.57 88.78 87.24 89.21 89.24 89.24 88.88 89.83 90.15 88.99 90.13 88.76 89.76 91.09 88.85 88.64 86.35 88.90 88.33 90.07 89.16 78.04
282 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.26 89.58 89.74 88.31 87.84 89.46 89.01 89.54 88.11 89.82 89.25 91.99 88.55 88.24 88.41 88.71 89.13 90.58 90.08 89.14 88.90 88.39 87.19 89.25 88.29 89.69
283 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.17 90.27 91.02 89.91 89.13 89.38 89.73 87.20 91.30 88.61 89.63 90.03 87.87 89.44 89.12 89.05 88.44 89.74 90.14 89.46 76.32 91.19 88.49 88.00 75.95 90.12
288 372 32 0.01 8 0.00001 24 0.000000e+00 0.000000e+00 87.81 90.57 89.59 89.33 89.76 90.29 91.15 89.53 88.87 89.01 89.74 90.95 89.25 88.48 89.17 89.80 88.55 89.14 90.00 88.77 88.27 87.87 89.43 88.23 89.39 89.98
289 372 32 0.01 8 0.00001 24 0.000000e+00 1.000000e-08 88.33 89.28 88.33 90.28 88.28 89.93 89.71 90.66 88.21 88.99 90.24 90.37 89.49 88.78 89.71 91.41 87.50 88.34 90.54 90.71 88.84 89.33 90.97 88.45 89.41 88.80
290 372 32 0.01 8 0.00001 24 1.000000e-08 0.000000e+00 87.31 89.87 89.56 88.50 88.47 90.19 89.27 88.84 88.77 88.99 89.87 89.80 90.26 89.17 88.58 89.93 89.68 89.53 90.82 90.26 89.21 88.90 89.18 89.08 88.54 88.34
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 88.69 91.05 88.16 89.11 89.61 88.58 89.57 89.62 88.58 89.66 89.36 90.51 89.30 89.70 89.81 90.83 90.77 91.41 90.89 91.13 87.71 89.07 89.35 87.85 89.98 90.02
296 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.05 89.33 87.76 90.12 89.24 89.04 90.61 89.38 89.17 89.38 90.19 92.14 90.29 89.31 89.27 90.24 90.07 88.73 90.89 91.13 88.79 90.37 88.62 88.01 88.63 88.16
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.49 88.77 90.46 89.63 89.85 88.61 89.44 88.98 89.52 88.92 89.93 89.43 90.66 91.73 89.87 89.31 90.30 90.49 90.74 90.44 88.79 90.35 89.07 88.77 89.38 89.95
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.25 91.36 88.89 88.71 88.77 90.88 90.23 89.36 89.48 89.53 90.30 90.73 89.39 89.29 90.04 90.24 89.33 90.13 91.20 90.82 89.99 88.70 90.06 88.88 87.60 88.93
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.38 90.10 89.21 90.18 88.92 89.46 89.69 88.37 89.90 89.92 90.37 89.91 88.87 90.97 90.02 90.69 90.22 89.66 90.64 90.04 90.59 90.55 88.65 89.83 91.02 89.98
304 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.66 89.68 88.79 88.57 90.15 90.41 88.55 89.24 90.03 90.38 89.73 90.69 91.06 89.75 89.79 89.22 87.92 89.24 90.49 90.90 89.13 90.02 89.18 89.53 88.03 89.49
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.55 90.87 91.16 89.01 88.89 89.88 89.47 90.48 88.32 90.27 89.19 90.32 89.27 89.27 88.85 90.93 89.92 89.88 89.80 90.04 89.66 91.87 88.84 90.33 90.83 88.73
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.82 89.08 88.47 88.63 88.88 90.86 90.09 89.50 88.89 89.59 90.95 90.16 89.17 89.53 89.66 89.66 90.22 89.22 90.56 91.72 89.99 91.03 87.92 89.24 90.56 89.93
307 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.81 90.43 90.16 90.46 89.03 89.16 89.74 89.53 90.09 89.60 90.94 89.79 89.21 90.08 89.08 88.14 88.96 90.16 90.71 90.71 88.59 91.02 88.28 88.92 88.61 89.17
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.40 89.28 90.29 90.22 89.80 89.96 89.36 89.36 87.59 89.28 89.73 90.97 90.57 90.03 89.90 88.62 90.51 88.53 89.60 89.95 90.80 90.69 90.31 90.56 90.79 89.55
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.64 89.26 89.10 89.19 88.78 89.95 89.08 88.95 88.96 89.57 90.85 90.26 90.89 89.38 89.74 89.67 90.35 90.64 90.61 89.43 89.76 91.16 90.36 90.03 90.02 91.06
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.69 89.03 89.67 90.12 88.69 89.88 90.95 90.23 90.48 89.64 91.32 89.79 89.39 89.38 88.33 90.14 88.88 90.16 90.17 89.59 90.25 89.97 90.24 89.40 90.08 91.59
315 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.99 89.37 88.96 88.53 88.61 90.41 89.31 91.04 89.20 90.11 90.29 89.60 91.03 89.97 88.51 89.53 90.21 89.20 89.13 89.84 88.97 89.53 89.08 89.47 91.01 89.87
320 372 32 0.01 8 0.00001 36 0.000000e+00 0.000000e+00 88.42 90.03 88.75 90.34 87.61 88.92 89.69 89.42 90.65 87.69 89.35 89.79 89.05 89.07 89.75 90.35 88.42 89.10 90.93 90.62 89.88 89.07 88.74 88.53 89.01 88.37
321 372 32 0.01 8 0.00001 36 0.000000e+00 1.000000e-08 87.72 89.89 90.00 90.04 89.15 89.07 89.09 88.73 87.87 88.73 89.23 91.01 90.06 88.45 89.10 89.04 88.91 89.78 90.39 91.16 87.94 89.18 87.01 88.32 88.74 87.73
322 372 32 0.01 8 0.00001 36 1.000000e-08 0.000000e+00 88.64 89.82 88.91 88.98 90.11 88.81 88.15 88.32 88.56 88.94 90.15 90.84 89.44 88.02 88.61 89.56 89.83 88.49 90.56 89.91 88.56 89.14 89.65 88.98 87.12 88.30
323 372 32 0.01 8 0.00001 36 1.000000e-08 1.000000e-08 89.14 90.12 89.44 89.43 89.53 90.88 89.44 89.46 89.14 89.84 90.33 89.87 89.46 88.85 89.21 90.57 89.59 89.30 90.33 89.60 90.54 87.79 88.96 87.83 88.08 88.35
328 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.88 89.85 88.34 90.51 91.14 89.85 88.34 89.27 89.56 88.29 90.58 89.17 89.34 89.80 90.52 91.23 90.33 90.97 89.85 89.87 89.88 89.21 88.07 88.37 87.92 88.77
329 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.21 91.18 87.56 88.80 88.08 89.31 89.39 89.07 89.96 87.58 91.01 89.42 89.39 89.08 89.49 90.08 89.77 90.04 90.85 90.14 90.50 89.02 87.91 87.54 89.31 88.45
330 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.17 90.10 87.91 90.51 87.99 89.00 89.34 90.03 89.46 88.02 90.26 89.13 90.14 90.63 90.08 89.19 89.93 90.00 89.84 89.00 88.91 91.09 89.57 89.69 88.99 89.25
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.24 89.62 90.04 89.86 88.82 89.78 89.11 91.58 89.57 90.57 89.64 90.43 90.67 88.85 90.13 90.51 90.18 89.41 88.58 90.35 88.14 89.63 90.04 88.33 90.22 88.73
336 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.11 89.49 87.60 87.81 89.15 89.49 88.25 89.57 89.42 90.81 89.24 88.91 89.63 89.53 89.15 90.33 89.73 90.89 90.14 89.23 90.33 88.82 89.44 87.69 89.10 87.66
337 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.70 91.01 87.91 88.92 89.84 88.10 90.29 91.00 88.15 89.35 89.84 89.36 88.40 88.22 90.46 89.78 89.41 89.72 89.84 89.60 89.22 88.76 88.65 88.10 87.96 89.66
338 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.47 88.05 88.92 89.49 90.26 90.52 88.81 89.25 89.58 88.62 90.89 89.72 88.25 88.61 90.32 89.70 89.09 89.01 89.71 89.10 88.47 90.16 88.11 88.17 89.36 86.46
339 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.61 90.96 89.04 89.80 89.71 90.58 88.89 89.61 88.24 88.84 91.39 89.84 88.37 89.01 90.00 89.40 89.44 88.75 88.91 89.06 88.34 89.62 88.90 89.70 88.82 88.77
344 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.59 88.91 89.15 89.21 89.18 89.40 90.25 89.05 89.71 88.78 89.50 89.65 88.36 89.81 89.30 89.57 89.64 88.81 89.85 89.08 88.41 89.71 88.96 89.96 88.43 87.99
345 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.83 88.77 89.43 89.05 88.27 89.49 88.52 90.44 88.43 89.74 89.55 88.99 89.32 88.10 89.56 89.23 89.52 89.41 88.95 88.88 88.55 88.98 89.77 89.74 89.46 88.25
346 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.76 89.73 88.00 89.07 87.75 89.61 88.99 90.50 88.52 89.33 90.07 89.47 88.42 89.41 89.51 89.48 89.61 89.48 88.74 89.06 88.65 88.53 89.18 87.95 88.51 88.81
347 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.51 88.31 87.81 88.64 89.45 88.61 88.12 90.38 89.03 89.59 88.66 90.32 89.71 88.81 89.34 89.55 88.02 89.87 88.24 89.00 88.48 88.96 87.62 88.58 88.47 88.54
352 372 32 0.01 8 0.00001 48 0.000000e+00 0.000000e+00 85.80 85.71 89.18 79.33 88.43 89.73 85.93 88.80 88.80 88.08 87.93 89.29 82.93 85.88 88.85 86.19 87.52 89.90 88.21 90.60 83.52 85.60 89.62 84.46 88.63 87.56
353 372 32 0.01 8 0.00001 48 0.000000e+00 1.000000e-08 89.21 90.45 88.25 86.91 88.16 86.41 89.58 91.00 88.26 83.24 89.61 89.23 89.82 90.15 89.53 89.04 89.62 88.53 81.80 90.44 82.70 90.32 80.08 86.67 88.54 87.92
354 372 32 0.01 8 0.00001 48 1.000000e-08 0.000000e+00 86.07 89.93 89.96 88.28 89.76 88.65 87.01 91.07 89.65 79.57 90.06 86.39 88.83 89.15 90.55 89.27 89.78 85.74 88.76 89.59 83.81 88.05 88.44 87.76 85.98 89.31
355 372 32 0.01 8 0.00001 48 1.000000e-08 1.000000e-08 87.29 88.71 87.59 89.18 88.79 89.69 89.02 89.47 88.02 88.99 89.37 89.69 85.49 80.60 87.61 88.76 89.55 85.47 90.45 91.66 88.01 87.22 86.83 89.27 89.32 87.24
360 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 87.41 89.45 89.04 90.11 89.38 90.56 88.67 90.30 88.65 88.88 90.52 89.63 90.06 88.90 88.70 90.05 89.88 90.35 90.67 89.11 90.10 88.26 90.50 88.81 89.59 90.67
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.89 90.27 89.29 89.06 91.23 89.47 90.48 88.72 89.56 89.22 90.00 89.99 91.26 91.90 90.33 90.65 89.39 90.49 90.44 90.67 87.41 90.64 91.50 89.59 88.98 87.81
362 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.06 89.60 88.09 90.84 89.49 90.77 89.26 89.84 90.65 89.38 89.83 89.25 88.76 89.51 89.46 89.79 88.89 89.37 89.75 90.01 89.90 90.10 88.64 90.74 88.31 88.87
363 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.81 88.83 87.97 90.11 89.81 89.28 89.96 89.49 89.07 89.87 89.00 89.16 90.49 90.48 88.77 89.09 89.88 90.57 90.85 90.74 88.98 89.74 90.09 88.86 90.55 88.78
368 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.88 88.91 89.28 89.40 88.41 89.15 88.99 89.85 88.32 91.47 90.49 90.35 90.12 90.54 89.21 89.68 90.42 90.52 88.88 90.08 90.17 89.85 88.39 89.79 89.85 89.61
369 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.80 90.11 90.02 89.52 89.53 89.96 89.18 91.00 89.36 88.98 91.00 89.49 88.90 88.73 89.06 89.56 88.61 90.57 89.77 90.92 88.52 89.68 90.21 88.08 87.88 88.74
370 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.03 88.29 89.47 89.86 90.35 90.04 91.21 88.69 89.43 89.99 89.12 88.96 89.43 89.19 88.32 88.89 89.13 90.02 90.05 90.49 88.98 91.67 90.54 90.61 89.56 90.05
371 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.76 90.79 89.17 89.19 88.82 89.00 89.90 88.42 87.74 89.45 89.99 90.99 89.24 89.54 88.81 89.96 90.27 89.96 90.48 90.43 76.69 89.50 90.37 88.83 88.86 88.94
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.14 90.75 90.90 89.32 89.37 88.54 89.77 88.48 88.53 89.44 89.89 89.57 90.11 90.50 90.54 91.28 90.81 88.43 91.00 91.00 89.52 88.72 89.71 89.44 89.42 89.42
377 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.91 89.68 90.12 89.18 89.99 90.20 89.40 88.68 88.72 89.67 89.39 90.02 89.13 88.58 89.66 89.70 91.50 89.70 89.05 91.76 89.16 89.10 86.75 89.59 88.83 87.83
378 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.01 89.36 89.13 87.93 88.08 91.70 90.19 89.86 90.51 88.73 90.21 91.01 88.88 89.23 90.52 87.80 90.19 88.26 91.50 89.54 88.29 89.57 88.69 89.29 89.72 90.37
379 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 87.87 89.62 88.98 88.64 88.89 88.46 88.68 88.67 88.77 90.17 89.12 90.49 90.52 88.98 75.52 89.30 90.41 89.61 89.65 89.81 89.80 89.29 75.91 88.85 89.25 90.26


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 32 0.10 8 0.00100 24 0.000000e+00 0.000000e+00 88.52 79.42 91.23 82.15 87.70 90.97 89.56 90.96 90.09 89.39 90.03 90.05 88.60 88.40 89.57 91.37 88.14 91.07 91.27 89.66 49.17 82.07 89.50 86.06 87.57 87.56
1 372 32 0.10 8 0.00100 24 0.000000e+00 1.000000e-08 91.85 89.15 90.27 90.69 88.55 92.14 90.08 92.47 92.57 89.87 90.59 91.74 93.94 91.01 92.26 89.60 93.17 92.80 91.92 91.62 92.10 92.29 92.33 92.70 93.01 93.47
2 372 32 0.10 8 0.00100 24 1.000000e-08 0.000000e+00 89.24 90.30 92.83 92.92 91.85 89.13 90.43 93.96 91.78 91.18 91.39 90.58 90.03 92.53 91.16 92.80 93.39 90.85 93.46 91.05 92.67 92.27 92.67 90.55 92.44 92.22
3 372 32 0.10 8 0.00100 24 1.000000e-08 1.000000e-08 90.07 91.48 92.05 93.41 92.97 91.26 93.45 92.94 92.94 93.47 92.29 92.27 91.35 90.77 92.79 90.65 92.99 91.23 92.11 91.11 92.44 91.25 91.38 93.18 92.66 93.47
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 93.67 92.55 91.02 93.10 92.10 90.11 93.74 92.52 90.37 92.41 91.90 90.42 91.53 92.37 93.09 93.17 91.85 92.16 93.10 92.04 93.50 93.11 92.41 92.71 93.77 92.35
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 91.94 93.38 93.74 92.01 92.80 92.58 92.12 94.50 92.12 92.60 91.01 92.61 49.17 94.19 92.83 93.01 91.70 92.65 93.83 92.22 94.11 93.64 93.89 92.52 93.28 93.83
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.24 89.97 92.89 88.52 93.47 92.83 92.36 90.85 94.43 92.90 90.61 92.21 93.52 91.09 90.98 92.91 92.97 92.34 93.40 91.13 94.10 91.55 93.58 93.03 91.87 91.28
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 91.88 93.20 93.55 93.12 92.19 90.60 91.37 93.34 49.17 91.83 92.72 92.17 92.87 93.34 90.72 91.97 92.17 91.79 90.88 91.99 93.89 92.19 94.05 91.95 92.13 92.87
16 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.40 91.51 93.15 91.95 88.87 90.51 91.67 92.62 93.17 93.38 91.21 90.14 92.70 91.44 91.89 92.25 93.00 91.94 92.42 92.61 92.65 93.18 94.49 91.22 91.85 91.72
17 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 91.92 93.86 93.79 93.08 93.17 90.86 92.19 92.34 92.68 92.86 92.01 93.74 93.21 92.89 93.36 94.41 92.83 92.91 92.67 91.44 92.52 94.86 93.74 93.93 92.75 93.80
18 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 89.24 93.41 92.07 91.15 91.97 89.72 92.95 91.74 92.34 89.52 92.07 93.78 92.45 93.16 91.92 92.51 94.42 92.96 91.85 92.74 92.44 92.97 91.65 92.93 92.41 92.43
19 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 94.56 90.23 93.47 92.10 92.92 91.25 92.75 92.68 93.17 89.95 91.95 95.01 91.60 91.65 90.39 92.78 92.10 93.62 93.38 92.05 92.50 93.77 93.93 92.07 91.91 92.74
24 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 94.60 92.41 87.92 91.72 91.78 91.99 91.65 93.10 91.20 92.13 93.15 91.87 91.15 94.03 92.43 91.29 92.29 92.55 93.34 91.44 90.90 95.04 94.41 92.97 93.80 94.49
25 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.67 92.41 92.28 91.44 91.09 92.06 92.89 92.73 92.25 92.75 93.13 92.24 94.87 92.11 93.09 91.73 94.79 93.89 92.34 92.34 93.29 93.16 93.67 92.96 93.39 93.47
26 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.88 89.82 93.06 90.32 92.66 91.53 94.83 92.02 93.50 91.37 92.10 90.53 92.53 92.86 93.35 91.14 92.43 91.73 92.84 90.86 91.28 92.38 92.36 93.81 92.07 91.41
27 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 93.22 92.24 92.57 91.48 92.36 91.83 92.94 93.19 91.42 93.03 93.54 92.66 75.29 91.19 91.13 92.89 92.92 91.61 92.99 92.15 93.94 91.45 93.21 92.46 91.20 90.30
32 372 32 0.10 8 0.00100 36 0.000000e+00 0.000000e+00 86.59 83.38 88.71 82.55 84.72 89.84 89.43 90.60 89.95 88.48 90.73 89.33 90.54 88.07 89.83 83.53 84.92 75.69 92.19 91.29 86.32 90.56 87.35 86.50 86.72 89.28
33 372 32 0.10 8 0.00100 36 0.000000e+00 1.000000e-08 91.09 90.26 89.24 88.97 90.17 90.79 93.51 93.70 91.45 92.53 91.64 90.67 92.21 92.27 92.74 91.06 91.41 90.73 92.18 92.42 92.14 93.61 92.23 90.87 49.17 91.48
34 372 32 0.10 8 0.00100 36 1.000000e-08 0.000000e+00 91.18 89.74 91.09 89.87 92.39 92.38 90.15 91.52 91.69 91.43 93.73 92.45 92.42 92.75 91.05 92.59 92.85 91.52 93.67 93.65 92.07 90.74 92.51 89.52 88.30 92.75
35 372 32 0.10 8 0.00100 36 1.000000e-08 1.000000e-08 90.72 90.98 90.81 88.87 91.45 92.38 92.24 91.94 91.95 90.75 93.66 91.92 92.96 91.95 91.06 91.20 90.84 89.80 90.83 92.22 90.61 91.96 89.90 92.43 92.00 91.51
40 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 92.65 92.59 93.85 92.10 92.25 92.12 91.82 91.67 92.24 93.12 91.05 92.08 92.38 92.16 91.71 93.88 93.07 92.51 91.31 92.80 94.42 91.26 93.59 92.45 93.16 93.04
41 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 92.92 94.69 94.21 93.08 90.32 91.47 92.23 93.60 92.37 92.77 91.64 91.75 93.54 93.19 94.74 93.85 92.70 93.49 92.62 91.04 93.59 92.90 92.26 92.72 92.89 91.39
42 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 92.27 92.34 93.12 92.60 94.02 91.53 91.90 92.93 94.04 92.14 92.31 91.24 93.04 91.64 92.26 93.95 90.68 91.48 92.95 92.87 94.22 92.58 93.67 93.92 92.60 91.48
43 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 94.23 93.37 94.18 92.71 92.84 92.20 93.92 93.19 91.88 93.48 92.34 92.27 93.61 94.11 91.89 92.95 92.36 91.74 90.51 92.81 94.90 94.90 93.70 91.31 93.51 93.07
48 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 91.51 91.86 94.03 92.25 92.14 91.82 93.58 93.85 92.64 92.59 91.36 92.71 91.66 93.56 90.97 93.29 93.96 93.32 92.40 92.53 93.12 91.64 92.82 92.62 93.18 93.11
49 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.98 91.20 92.94 93.17 94.34 91.72 91.70 91.47 91.87 92.91 92.62 92.57 92.56 93.07 92.48 92.78 92.68 93.27 94.09 93.42 92.96 92.50 93.40 92.89 93.13 93.15
50 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 92.71 91.63 92.31 94.89 92.21 91.08 91.95 92.68 92.52 92.85 93.52 90.80 93.10 93.13 91.52 93.32 95.14 92.62 91.61 92.78 94.37 93.15 94.78 92.72 92.48 92.71
51 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 92.46 91.92 94.03 94.06 91.49 92.89 93.71 92.93 92.95 92.31 92.63 92.65 93.10 93.76 93.14 91.60 91.82 90.29 93.59 91.90 91.24 91.82 94.08 93.50 91.92 92.26
56 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 92.83 93.53 93.47 92.63 94.92 91.67 89.37 92.05 95.52 92.41 92.11 92.02 92.57 92.83 90.89 92.44 93.75 91.17 93.34 92.36 91.90 93.65 92.71 92.27 92.03 93.14
57 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 92.59 91.66 94.64 93.30 92.15 91.58 93.15 94.67 91.74 91.77 92.10 93.18 92.92 92.16 93.63 93.49 92.64 93.19 93.44 93.48 91.81 93.54 93.14 92.23 93.47 94.46
58 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 93.25 91.32 93.47 90.93 92.38 90.78 90.53 92.75 93.45 92.62 93.73 92.20 92.59 91.99 92.36 92.70 92.43 92.21 92.20 91.21 94.03 92.86 93.63 92.84 92.73 92.73
59 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.27 93.50 94.89 91.49 92.41 92.87 93.09 93.82 92.68 92.92 91.37 92.67 92.26 93.16 94.03 95.01 92.16 93.52 93.16 93.61 93.44 93.16 93.85 93.21 93.12 90.42
64 372 32 0.10 8 0.00100 48 0.000000e+00 0.000000e+00 81.97 87.93 78.23 72.72 76.41 84.15 91.96 80.86 78.82 86.13 88.74 81.75 83.26 71.81 75.58 89.53 76.55 78.15 79.79 86.67 80.88 84.18 84.18 75.41 76.23 75.72
65 372 32 0.10 8 0.00100 48 0.000000e+00 1.000000e-08 90.56 90.92 86.09 81.56 88.97 80.40 89.95 83.09 80.40 90.33 78.95 83.30 89.56 89.34 73.89 91.34 88.95 88.75 79.57 87.96 86.57 84.03 79.06 84.47 82.38 78.53
66 372 32 0.10 8 0.00100 48 1.000000e-08 0.000000e+00 88.48 49.17 85.50 82.96 79.40 81.30 93.09 84.26 89.35 85.72 84.70 92.15 91.71 90.46 87.73 87.21 83.54 90.15 82.12 82.60 89.78 84.70 88.35 77.75 88.21 86.16
67 372 32 0.10 8 0.00100 48 1.000000e-08 1.000000e-08 89.43 77.90 92.25 49.17 89.88 81.06 87.51 91.17 79.84 89.37 78.29 91.51 89.37 87.17 89.96 87.57 87.14 82.68 89.09 84.62 85.50 72.60 88.23 82.50 85.41 76.20
72 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 94.37 93.68 92.99 89.13 93.09 91.75 93.14 92.60 91.81 93.95 92.43 92.80 91.70 92.61 92.12 94.22 92.57 90.54 94.11 92.67 89.14 91.59 93.01 94.05 93.46 89.08
73 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 92.59 91.98 93.52 91.09 94.77 91.50 92.72 93.33 91.34 94.25 92.74 91.01 92.03 92.69 92.88 92.48 93.31 91.38 92.53 92.55 93.24 94.28 92.31 93.59 94.99 90.88
74 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 94.08 92.39 91.73 91.36 93.65 93.00 88.70 91.74 92.29 92.16 92.85 91.25 92.34 93.19 90.66 92.99 93.54 92.53 93.06 93.53 93.43 93.96 93.74 92.97 93.57 92.76
75 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 92.55 90.67 92.69 90.18 91.14 91.26 91.97 92.23 93.94 94.16 93.28 91.29 93.50 92.22 91.98 91.97 91.25 94.03 92.39 91.55 93.15 94.14 93.44 93.52 93.47 92.48
80 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 93.71 90.97 93.47 91.48 93.05 91.88 91.78 91.64 90.82 92.46 92.25 92.00 92.03 93.23 90.22 92.37 92.15 91.95 91.99 91.70 93.20 94.14 91.97 93.37 92.60 92.58
81 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.39 92.24 93.02 91.35 91.09 90.03 92.82 94.18 91.71 90.96 92.96 92.10 93.61 92.67 91.58 92.63 91.17 95.24 92.71 92.64 92.58 92.91 94.77 92.06 94.34 94.46
82 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 91.80 91.93 92.02 90.97 92.09 91.71 93.58 92.55 91.92 93.09 91.95 93.18 91.19 92.05 90.66 93.50 92.29 92.00 92.15 93.99 91.25 91.96 93.70 91.59 93.70 92.48
83 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 92.56 92.21 93.01 92.40 91.36 92.39 92.98 93.09 93.35 91.56 91.70 92.32 93.14 91.30 92.88 93.05 93.74 91.81 92.90 92.14 93.47 94.05 93.26 92.85 93.74 91.26
88 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 93.66 91.89 93.67 91.27 92.03 92.60 93.47 92.31 94.01 92.15 92.00 92.33 91.16 93.27 92.30 92.42 94.71 93.03 91.59 93.01 92.50 93.78 93.73 93.72 89.32 92.81
89 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 90.65 91.10 94.06 93.94 91.89 91.79 91.65 91.93 94.42 91.55 92.82 91.89 92.18 91.89 93.62 94.01 91.84 92.38 93.25 93.26 94.26 77.24 94.67 93.03 94.48 91.18
90 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 91.53 92.12 92.54 91.62 90.34 88.79 92.55 92.39 93.03 92.82 89.92 91.12 92.45 91.78 92.04 91.61 88.92 92.22 92.50 92.09 92.90 92.88 92.87 92.22 91.16 92.33
91 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 92.55 93.81 92.65 91.35 93.61 92.62 93.05 90.64 92.09 92.64 92.68 92.73 92.37 93.08 93.17 93.59 92.78 92.39 92.75 93.20 93.59 92.43 94.10 94.25 93.54 93.20
96 372 32 0.10 8 0.00001 24 0.000000e+00 0.000000e+00 83.98 90.07 80.74 86.26 86.23 90.51 89.30 87.46 91.38 91.64 90.13 90.29 90.09 88.70 87.56 86.70 87.49 82.41 93.79 91.20 87.96 90.15 89.01 79.89 89.03 86.75
97 372 32 0.10 8 0.00001 24 0.000000e+00 1.000000e-08 90.53 88.51 90.31 91.52 91.99 90.79 93.17 91.12 89.53 90.85 92.71 93.58 92.73 92.69 91.47 92.39 91.99 90.76 91.77 90.64 92.36 92.28 92.77 91.93 91.72 91.81
98 372 32 0.10 8 0.00001 24 1.000000e-08 0.000000e+00 89.39 93.37 90.71 92.36 93.50 92.00 90.81 93.28 92.47 91.85 92.75 92.70 92.85 93.62 92.74 90.24 92.58 91.62 92.12 91.95 93.19 90.71 93.79 92.76 92.18 92.72
99 372 32 0.10 8 0.00001 24 1.000000e-08 1.000000e-08 90.35 93.85 93.47 89.41 90.66 93.34 91.48 92.83 92.59 90.12 92.35 93.21 93.09 91.98 90.97 92.05 93.02 91.81 92.27 92.77 92.26 90.50 93.03 92.64 91.94 94.41
104 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 88.60 91.73 91.44 91.04 89.92 92.09 91.74 92.85 91.00 92.88 91.61 90.45 90.79 91.40 91.44 91.90 91.71 91.88 92.36 88.65 94.13 92.81 93.14 93.14 93.07 90.86
105 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.58 90.05 91.00 93.43 92.63 92.43 93.20 91.50 92.21 91.26 92.12 91.43 89.41 91.18 91.49 90.90 91.66 91.74 89.93 92.73 93.71 93.11 93.56 92.20 92.27 92.86
106 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 93.01 94.52 92.23 92.30 93.42 91.47 91.59 92.23 92.13 89.57 91.82 92.36 92.36 92.37 93.43 92.57 92.67 92.90 91.41 91.75 94.13 93.88 92.03 91.21 93.19 91.72
107 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 93.32 92.55 93.19 95.03 93.80 91.63 92.83 91.18 93.81 91.41 93.00 93.16 92.24 91.79 91.69 93.42 94.34 94.03 92.41 92.04 94.47 93.21 93.05 92.13 92.26 93.66
112 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 93.87 92.05 92.58 92.61 92.31 91.01 91.96 91.51 95.04 91.96 91.39 92.05 91.93 92.91 91.57 91.62 94.48 93.15 91.21 91.93 93.68 94.45 91.54 73.84 92.10 92.79
113 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 94.38 92.25 93.63 93.05 92.97 91.26 91.72 93.85 93.15 92.28 92.85 91.91 92.29 92.80 93.84 92.88 93.22 92.37 92.87 93.25 93.07 92.66 93.70 91.63 94.40 93.37
114 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.89 93.30 93.94 91.91 93.26 91.33 94.40 90.82 93.26 92.80 91.10 91.57 92.14 90.00 91.70 92.58 91.31 92.65 93.06 91.13 93.00 93.19 91.89 92.61 93.09 92.40
115 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.93 93.55 93.43 91.90 95.16 91.54 92.50 93.98 92.57 93.20 92.88 92.95 94.09 90.84 91.40 92.17 93.44 92.00 92.59 91.83 94.37 94.47 92.94 92.74 93.88 94.49
120 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.47 91.57 92.10 91.73 91.87 89.96 90.73 92.64 93.23 93.08 92.60 92.48 91.80 93.10 92.52 93.28 94.85 93.34 93.79 93.38 94.22 92.41 90.01 89.77 92.76 92.61
121 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.82 92.08 93.19 91.79 93.35 91.38 92.76 91.37 91.97 94.03 92.80 92.59 92.22 90.97 93.19 93.32 92.88 91.11 91.83 93.09 93.60 92.35 92.56 94.37 91.63 91.89
122 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.37 92.21 92.16 92.16 91.93 93.03 92.48 92.94 93.66 92.67 92.85 91.81 92.45 92.93 91.10 93.33 92.43 92.28 93.03 91.90 92.85 93.98 93.20 93.18 94.56 91.61
123 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.17 92.61 94.92 91.51 93.61 92.33 93.40 90.35 93.32 92.51 91.91 91.84 92.36 93.86 91.91 93.98 94.71 92.10 94.07 92.84 93.01 93.08 92.80 92.09 91.58 93.03
128 372 32 0.10 8 0.00001 36 0.000000e+00 0.000000e+00 88.43 91.36 87.24 83.64 84.31 86.31 92.30 91.03 89.66 89.87 93.22 89.91 88.78 92.78 83.74 89.34 86.32 88.62 94.32 90.82 92.40 89.85 88.11 84.91 81.75 83.27
129 372 32 0.10 8 0.00001 36 0.000000e+00 1.000000e-08 90.90 90.53 91.53 88.11 92.31 91.13 92.22 89.05 90.85 93.76 91.18 92.41 92.17 91.87 91.24 92.66 92.39 91.63 93.51 90.30 91.82 91.20 90.87 93.10 89.77 92.99
130 372 32 0.10 8 0.00001 36 1.000000e-08 0.000000e+00 89.66 91.89 86.75 92.34 89.15 93.61 92.80 91.51 91.33 91.09 93.44 90.68 91.37 90.11 93.64 91.20 93.04 89.57 92.71 93.39 93.13 91.12 92.88 90.71 89.11 91.91
131 372 32 0.10 8 0.00001 36 1.000000e-08 1.000000e-08 92.40 93.64 92.20 93.12 90.69 91.84 91.59 93.86 91.55 94.08 92.45 92.27 92.53 93.86 89.71 91.65 91.20 94.02 93.88 91.81 91.94 91.37 94.43 91.80 91.20 92.20
136 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 93.02 92.81 90.03 91.81 94.13 91.05 91.27 93.08 91.02 93.60 92.39 92.47 93.39 90.95 89.98 90.61 90.89 93.71 93.10 92.81 91.46 91.36 93.03 92.41 90.06 92.92
137 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 93.78 94.09 95.31 92.21 93.31 90.97 92.75 92.72 92.83 94.13 92.82 92.58 94.48 94.20 93.68 94.18 95.06 92.87 93.30 92.58 93.82 94.88 93.28 92.47 93.12 93.13
138 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 91.09 92.45 92.01 92.77 91.93 90.39 89.72 90.75 91.41 91.28 92.72 92.54 91.26 92.19 90.26 92.44 92.26 93.31 92.48 91.07 93.29 92.44 93.34 93.62 91.34 92.16
139 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 91.27 91.69 94.18 93.41 92.81 90.39 92.41 92.15 94.19 91.61 90.77 93.63 91.04 90.58 91.70 91.57 92.15 91.48 89.31 90.99 92.62 93.55 93.74 92.18 94.33 93.10
144 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 91.95 93.46 91.03 90.76 92.14 90.71 92.76 90.67 92.57 93.62 90.86 90.35 93.46 93.65 91.92 92.84 92.11 93.62 92.61 92.78 92.03 92.95 95.60 92.85 91.16 92.54
145 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 91.43 94.17 92.29 92.24 93.07 90.63 92.51 94.17 92.67 91.54 93.19 92.24 91.54 91.74 92.08 93.12 91.46 92.32 91.70 92.87 93.33 93.05 91.95 92.17 92.82 92.05
146 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.63 90.83 94.04 92.53 92.64 89.20 93.49 91.86 92.81 93.32 93.56 91.87 92.29 92.86 93.07 91.78 92.82 91.24 90.33 91.71 93.60 91.32 93.38 93.33 92.99 91.99
147 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 92.92 91.65 91.81 93.43 93.90 91.72 93.01 92.62 93.07 91.35 93.84 90.73 93.81 91.98 92.83 94.56 92.98 91.06 94.06 92.37 93.54 91.59 92.68 92.49 92.28 92.21
152 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 92.96 92.23 92.58 93.77 92.04 92.39 94.19 92.51 93.38 92.05 92.12 92.78 93.80 92.32 89.60 91.87 92.83 49.17 94.55 93.17 93.51 93.22 93.03 91.67 92.56 91.35
153 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 91.94 94.44 92.00 90.90 94.91 92.09 92.31 92.51 93.07 93.90 93.56 92.77 94.09 92.80 90.79 93.35 94.21 91.98 92.63 93.77 94.66 93.04 94.21 92.90 93.81 92.75
154 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 93.10 91.58 92.46 93.04 92.89 90.59 91.82 92.57 94.49 91.17 93.29 91.57 91.65 92.48 90.48 93.69 92.67 94.13 93.21 92.92 93.84 91.67 93.25 92.24 93.94 92.53
155 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 92.88 93.43 93.55 93.50 94.06 89.44 92.85 91.85 92.74 93.46 93.92 91.45 92.25 94.20 93.02 93.26 92.81 91.80 91.70 93.59 93.02 93.06 94.23 91.82 92.70 93.65
160 372 32 0.10 8 0.00001 48 0.000000e+00 0.000000e+00 77.53 80.62 86.87 74.91 76.33 80.45 79.27 80.59 87.49 84.11 83.91 84.89 85.14 85.90 73.19 86.75 73.49 85.30 86.12 85.69 83.85 77.58 71.55 84.03 77.49 78.50
161 372 32 0.10 8 0.00001 48 0.000000e+00 1.000000e-08 88.96 90.82 92.23 83.93 89.38 92.41 90.29 89.81 91.68 90.29 80.46 79.81 90.09 72.86 92.38 86.26 91.63 89.42 87.22 77.74 88.98 85.25 86.35 88.87 84.66 86.59
162 372 32 0.10 8 0.00001 48 1.000000e-08 0.000000e+00 86.42 83.06 90.54 83.14 83.97 90.21 90.81 92.57 90.36 91.30 87.30 83.42 87.61 87.63 91.52 86.76 91.45 92.38 91.43 84.68 88.58 77.45 87.13 81.29 85.05 76.75
163 372 32 0.10 8 0.00001 48 1.000000e-08 1.000000e-08 87.96 87.71 86.30 69.67 89.66 74.98 90.19 85.22 90.63 91.15 86.62 89.35 90.00 87.67 70.83 83.69 72.39 85.21 89.52 87.26 88.23 80.39 87.36 79.37 86.21 86.08
168 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 93.94 92.96 93.79 93.58 94.50 92.45 91.75 94.73 91.67 93.69 92.05 91.70 92.71 93.26 49.17 94.06 94.03 92.20 93.33 90.00 89.22 94.42 94.89 94.13 74.94 94.96
169 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 90.32 92.71 93.49 92.56 93.68 92.13 92.54 90.80 91.15 93.69 93.26 91.69 92.53 91.79 91.71 92.86 93.44 93.59 92.07 92.51 92.17 93.63 92.83 91.72 93.23 94.09
170 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 93.18 93.90 94.10 76.75 94.67 90.85 91.63 93.96 92.54 94.11 91.13 93.32 93.35 93.08 93.14 92.63 92.00 92.23 93.88 92.92 91.99 93.09 95.51 93.30 93.96 91.80
171 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.05 92.91 93.27 93.07 93.03 90.76 92.13 92.20 91.24 92.31 92.16 93.71 90.59 93.33 92.24 93.19 92.49 94.44 91.75 92.15 93.50 93.67 94.45 90.84 94.15 76.35
176 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 91.35 90.01 93.33 92.15 93.06 93.75 93.82 92.94 92.24 93.74 90.53 93.22 93.39 91.82 92.25 92.94 92.17 93.60 94.39 93.46 93.53 94.28 93.95 94.08 93.52 93.53
177 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 91.15 93.10 93.83 91.87 91.98 91.34 94.26 92.61 92.59 93.81 90.95 93.04 92.47 93.90 92.44 93.77 94.25 93.00 93.19 93.48 94.23 93.78 74.01 92.08 93.29 92.73
178 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.28 93.41 90.43 93.00 93.68 92.83 92.99 92.04 92.68 94.04 93.38 91.19 92.90 92.98 91.76 93.26 92.56 93.57 92.10 90.62 92.75 93.18 92.71 92.00 90.64 92.67
179 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 93.53 91.92 93.13 92.63 92.73 91.10 92.74 91.72 93.58 92.48 93.07 91.98 92.58 90.94 91.57 93.86 94.35 89.94 93.65 92.42 94.56 94.35 93.87 93.00 93.28 93.31
184 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 91.41 92.69 92.56 91.86 89.17 93.24 93.04 92.80 92.36 91.94 93.00 91.81 92.95 91.85 91.53 93.38 92.97 94.17 91.77 93.57 90.98 94.01 92.53 91.04 93.92 91.76
185 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.59 93.44 92.49 90.67 91.31 91.77 92.22 92.74 91.64 92.85 92.23 91.95 93.78 91.37 91.70 93.51 93.38 93.55 92.56 92.28 94.06 94.69 93.32 93.70 93.30 93.36
186 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.37 93.08 90.12 90.19 91.30 90.23 91.95 91.23 91.41 92.71 92.45 92.53 91.46 93.90 91.14 92.94 92.77 92.11 94.89 90.45 94.44 93.45 92.99 92.93 93.59 91.45
187 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 93.97 92.26 93.18 90.01 92.27 92.26 91.58 92.65 92.38 91.26 91.92 89.63 91.56 92.38 91.30 92.46 93.08 91.04 92.09 93.28 92.28 94.57 93.58 92.49 93.51 76.48
192 372 32 0.01 8 0.00100 24 0.000000e+00 0.000000e+00 90.98 91.54 92.26 91.39 91.06 90.73 91.90 91.13 93.18 90.70 93.79 90.58 91.21 93.17 91.04 91.10 92.18 90.79 92.59 92.09 93.93 92.21 92.26 90.72 91.57 89.86
193 372 32 0.01 8 0.00100 24 0.000000e+00 1.000000e-08 92.82 92.64 90.29 88.01 89.40 91.13 92.07 91.63 92.06 89.68 90.40 91.31 88.74 92.05 89.27 90.47 90.43 89.33 90.79 89.30 91.74 90.84 91.58 90.12 89.46 89.57
194 372 32 0.01 8 0.00100 24 1.000000e-08 0.000000e+00 90.94 91.75 93.56 90.90 89.50 90.25 92.69 91.66 90.48 90.18 92.39 90.63 91.34 92.61 91.22 92.60 91.56 90.65 92.26 89.93 92.48 92.01 92.25 91.64 90.69 89.05
195 372 32 0.01 8 0.00100 24 1.000000e-08 1.000000e-08 88.99 91.45 91.50 90.35 92.00 92.56 89.18 92.27 90.47 90.89 92.84 91.69 91.06 90.36 92.28 90.00 90.78 91.33 91.74 90.28 92.68 91.51 92.11 92.50 92.18 90.54
200 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 85.69 91.39 88.84 90.14 91.33 91.69 90.68 88.15 90.56 90.64 91.41 90.87 90.12 93.19 92.87 91.95 92.46 89.66 92.51 91.17 91.77 91.80 93.00 92.02 90.62 90.81
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.00 90.25 91.40 92.49 93.13 90.73 89.19 91.32 91.52 92.52 91.89 90.14 91.49 92.27 91.36 91.75 90.37 90.83 91.03 89.88 92.02 92.38 91.95 91.16 90.97 90.78
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.71 92.33 90.88 90.62 90.70 89.58 91.54 91.82 90.23 90.62 90.53 89.56 91.12 91.58 89.66 90.60 92.59 91.85 90.37 90.41 93.11 91.65 92.10 91.65 90.27 90.08
203 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.96 93.08 90.05 90.40 92.30 90.83 90.91 89.39 89.96 91.17 91.96 91.29 92.40 92.66 91.59 91.83 91.22 92.34 90.68 90.57 92.84 91.46 93.40 91.51 91.83 89.95
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.54 91.89 92.58 92.41 91.63 88.60 90.59 92.13 91.20 93.00 90.87 90.83 93.09 89.70 92.12 91.26 94.18 93.35 92.17 92.71 91.58 92.25 93.11 93.65 93.14 89.87
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.85 91.50 93.20 91.25 91.93 91.38 91.55 91.28 91.15 92.98 93.02 91.46 91.76 93.33 90.59 91.49 94.85 92.81 92.62 92.53 91.62 92.18 94.19 91.46 93.22 91.65
210 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.61 90.02 92.61 89.68 91.32 90.42 89.77 92.53 94.64 92.28 90.04 90.60 90.32 93.09 91.89 90.83 91.12 92.14 92.55 91.93 91.27 92.51 93.45 92.04 91.29 92.32
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.95 92.23 92.61 92.60 91.96 91.74 90.47 92.97 91.40 92.11 90.86 91.28 90.52 92.48 91.39 91.25 92.46 92.68 92.43 93.29 93.50 91.82 93.73 92.27 91.85 91.07
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.65 91.78 92.45 92.91 90.72 93.55 92.61 93.51 90.47 88.71 92.44 90.51 92.13 91.66 91.81 91.55 92.06 91.84 93.40 92.87 93.01 92.62 94.44 92.92 92.79 92.27
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.98 90.34 92.12 91.18 91.19 93.64 92.55 93.42 92.07 91.24 91.83 92.45 92.23 93.34 90.57 91.27 92.97 91.91 93.68 93.57 92.96 92.20 91.70 94.19 93.45 91.90
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.12 92.44 91.65 91.80 91.77 92.76 91.74 89.66 90.80 92.36 94.36 91.58 91.04 93.62 91.73 91.55 92.99 92.67 93.48 92.06 93.91 92.47 94.39 91.45 91.72 93.12
219 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.74 90.75 92.80 90.63 91.97 91.73 91.33 91.58 92.14 92.12 93.22 89.07 91.76 92.68 91.56 90.86 91.95 93.44 93.54 91.04 92.30 93.63 93.86 93.57 94.17 93.03
224 372 32 0.01 8 0.00100 36 0.000000e+00 0.000000e+00 93.46 91.63 92.88 91.84 92.26 91.23 91.88 92.15 93.11 92.29 94.14 92.96 92.34 91.62 90.12 93.39 92.74 91.98 93.07 91.63 91.78 92.55 92.19 91.88 93.55 90.53
225 372 32 0.01 8 0.00100 36 0.000000e+00 1.000000e-08 92.36 91.22 93.46 91.31 91.80 90.54 88.58 89.97 89.17 91.35 90.69 91.16 93.18 92.82 89.97 91.72 90.57 89.59 93.14 89.41 91.86 91.55 91.20 88.87 90.26 89.30
226 372 32 0.01 8 0.00100 36 1.000000e-08 0.000000e+00 90.95 92.28 92.19 92.23 92.53 89.95 92.19 91.53 92.01 90.75 93.01 91.13 92.26 92.51 91.90 90.59 89.44 92.57 92.24 91.04 92.65 93.10 92.49 92.30 90.63 91.06
227 372 32 0.01 8 0.00100 36 1.000000e-08 1.000000e-08 92.12 91.86 92.61 91.48 92.07 92.01 89.63 93.19 91.20 91.93 90.76 91.40 93.00 91.29 92.32 93.28 90.98 92.77 92.10 91.91 92.69 93.45 92.66 92.09 91.73 91.60
232 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 91.05 92.38 91.80 90.46 90.64 90.05 90.68 91.06 91.14 91.08 91.57 89.62 93.43 90.93 89.55 90.86 92.51 92.32 91.45 89.89 91.47 91.22 92.39 92.24 90.96 89.44
233 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.78 92.31 93.70 90.68 92.17 88.83 90.37 90.43 90.82 91.56 91.90 91.43 92.48 90.79 92.44 93.53 90.85 92.24 92.21 88.57 90.69 90.35 90.56 89.27 90.52 91.01
234 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.84 89.10 91.74 92.31 91.42 90.38 91.90 91.01 91.24 90.95 93.24 89.00 89.70 92.56 92.00 92.57 92.59 92.67 92.31 91.14 91.84 92.99 93.05 91.29 91.24 91.00
235 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 91.93 90.82 92.64 91.68 93.28 88.11 88.93 91.58 91.49 92.27 92.41 89.61 89.28 92.44 91.50 92.63 92.32 90.45 92.96 90.93 90.84 93.38 91.36 92.23 90.77 89.04
240 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.08 91.32 91.76 90.41 94.52 91.86 91.16 91.45 93.21 92.58 91.31 90.07 92.09 91.96 90.24 92.45 91.93 94.01 92.63 92.95 94.36 92.59 93.69 91.58 91.59 90.34
241 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.23 91.08 92.68 90.61 91.19 91.62 90.89 90.17 90.52 94.57 92.35 92.20 94.04 91.87 90.38 91.70 92.32 90.13 91.68 92.85 91.57 90.83 92.93 91.17 92.04 91.58
242 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.40 91.97 93.05 90.07 91.89 91.72 90.37 89.82 90.07 92.20 92.47 90.83 93.21 92.21 89.55 91.79 92.14 92.22 93.75 91.23 93.13 91.09 92.54 91.16 89.44 92.28
243 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.42 90.54 92.27 91.78 89.76 89.12 91.65 87.69 91.45 90.05 91.39 90.67 93.08 93.67 90.95 90.39 91.00 93.09 92.28 92.20 92.94 90.91 92.60 91.18 91.34 89.51
248 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 93.15 93.18 92.22 91.73 94.41 91.24 93.98 91.06 93.23 94.23 90.73 92.93 92.31 92.40 92.85 92.64 92.94 93.63 92.73 92.54 92.48 91.77 93.86 92.01 92.07 91.50
249 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.00 93.34 91.77 92.65 92.90 90.50 91.27 91.00 93.19 93.20 92.62 92.28 92.58 92.39 92.69 92.82 92.71 93.15 91.20 92.04 92.57 91.59 93.93 92.83 93.35 93.04
250 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.19 94.03 93.20 91.77 93.22 91.45 91.87 92.46 91.79 93.96 92.20 92.06 93.49 91.93 92.63 91.98 91.50 91.77 92.67 90.52 91.87 92.52 94.10 93.31 91.87 91.67
251 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 93.16 91.94 92.47 93.56 92.72 90.66 91.14 88.78 92.19 92.89 92.81 92.04 92.82 89.77 91.06 92.01 91.84 94.06 92.66 90.49 93.79 92.53 93.75 93.27 90.96 91.44
256 372 32 0.01 8 0.00100 48 0.000000e+00 0.000000e+00 90.28 80.07 79.66 85.95 82.31 90.66 88.96 80.61 79.64 90.67 93.07 90.32 91.10 81.79 90.27 89.41 92.29 87.87 83.20 92.17 77.26 91.07 76.62 77.97 72.71 89.91
257 372 32 0.01 8 0.00100 48 0.000000e+00 1.000000e-08 91.65 93.08 92.33 89.30 91.10 90.86 84.23 89.80 90.85 91.63 80.35 91.49 92.28 82.99 90.68 79.18 80.21 91.18 92.21 91.55 90.05 89.01 90.11 91.73 90.73 77.47
258 372 32 0.01 8 0.00100 48 1.000000e-08 0.000000e+00 78.59 90.89 77.82 92.86 91.86 91.73 89.43 90.03 90.35 89.55 91.97 89.41 89.37 89.67 91.16 78.11 92.00 93.36 84.95 82.41 77.77 81.83 88.33 91.19 91.07 88.75
259 372 32 0.01 8 0.00100 48 1.000000e-08 1.000000e-08 88.55 93.06 74.37 82.14 92.35 90.08 80.86 79.52 79.42 90.78 89.50 93.25 91.69 91.27 90.72 90.29 83.40 89.29 82.87 83.22 91.56 91.66 75.65 91.72 88.58 89.14
264 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.95 91.38 92.30 92.65 91.89 90.93 91.64 91.10 89.13 91.24 92.84 91.00 91.18 91.36 89.84 90.84 93.10 90.88 93.08 90.27 92.42 93.27 92.28 92.56 90.21 90.54
265 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.84 91.26 91.60 90.83 91.44 90.07 91.57 91.73 91.31 91.46 91.14 90.75 90.32 91.64 90.44 92.94 92.99 91.95 90.80 89.36 92.10 93.18 92.00 90.25 90.78 92.43
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 92.69 92.29 91.89 91.87 92.01 91.70 91.75 90.40 91.79 91.42 91.21 90.18 91.11 91.85 91.26 91.36 90.17 91.96 91.32 88.30 90.39 92.30 92.73 91.02 91.70 91.00
267 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 94.42 91.09 92.79 90.57 90.91 89.20 91.19 92.34 91.02 89.61 92.15 91.31 92.69 90.80 92.00 90.51 89.94 93.18 91.18 89.46 91.75 90.49 92.49 91.67 91.61 91.45
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.37 92.56 93.16 90.23 89.45 93.21 93.38 91.18 92.71 90.56 92.40 92.99 90.60 92.53 92.70 92.86 92.57 92.76 92.81 91.86 92.80 91.46 92.70 91.41 93.57 90.88
273 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 92.65 92.39 94.16 90.48 91.70 90.31 91.26 89.77 93.37 91.58 91.68 90.28 92.51 91.71 92.72 91.32 91.63 91.90 92.44 90.53 92.96 92.68 92.49 94.27 91.56 92.26
274 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.28 92.52 91.94 90.93 91.13 92.33 93.23 90.99 91.60 91.39 93.34 90.67 91.62 93.84 91.40 92.99 93.15 90.73 93.34 92.54 91.43 91.70 92.58 91.90 91.80 90.92
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.12 88.86 92.00 89.93 91.92 90.71 91.62 91.01 91.31 91.85 90.93 90.08 91.96 91.45 92.71 90.50 91.20 92.70 93.86 94.15 91.77 92.96 93.19 92.02 92.97 91.65
280 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 94.16 93.20 93.56 92.36 93.01 88.53 90.94 91.68 92.41 90.43 93.54 90.49 75.57 90.73 91.75 92.65 90.20 91.76 93.85 90.32 94.65 91.29 94.09 93.31 92.70 91.99
281 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.57 92.06 94.35 91.65 93.11 90.49 92.79 92.47 92.71 92.33 90.70 90.04 92.21 92.45 93.13 92.02 91.51 93.44 90.13 91.86 90.56 93.10 91.70 93.37 91.59 78.17
282 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 91.09 92.78 94.38 93.21 95.00 93.07 91.99 89.80 91.60 92.14 93.00 92.88 91.90 92.64 91.35 92.19 92.22 93.14 91.44 93.18 93.08 92.51 93.81 92.13 92.05 91.00
283 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 92.72 92.97 93.29 91.88 91.68 90.68 92.93 90.18 93.91 93.15 90.59 90.53 89.26 94.20 93.05 91.30 92.35 90.03 92.88 92.47 75.94 94.57 93.85 91.33 76.67 92.38
288 372 32 0.01 8 0.00001 24 0.000000e+00 0.000000e+00 90.40 90.81 93.25 89.70 91.71 90.68 92.10 90.87 90.17 92.19 90.78 90.07 91.20 90.24 90.38 91.39 92.70 91.96 91.71 90.33 92.27 90.80 91.45 91.00 91.65 89.37
289 372 32 0.01 8 0.00001 24 0.000000e+00 1.000000e-08 91.39 91.49 91.55 91.11 92.61 91.13 92.06 92.95 91.60 91.94 91.74 90.40 90.02 92.28 91.19 91.74 90.70 93.19 90.85 92.59 93.37 91.82 93.51 90.93 92.04 91.35
290 372 32 0.01 8 0.00001 24 1.000000e-08 0.000000e+00 90.39 90.69 91.19 90.29 89.85 91.32 92.39 90.07 90.14 91.31 89.80 90.65 91.57 90.69 90.75 88.60 91.48 89.79 91.32 90.85 91.70 91.29 90.38 90.89 91.67 89.58
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 89.85 91.44 91.16 91.17 91.09 89.91 91.51 90.62 92.58 90.12 90.77 90.84 88.95 91.36 91.01 90.98 91.08 91.55 91.15 92.07 92.35 92.64 93.04 90.41 91.57 92.25
296 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.94 90.03 91.17 90.76 92.18 89.76 91.09 89.91 92.35 92.15 92.23 91.93 90.43 93.57 89.51 92.69 91.68 90.82 93.34 90.00 91.33 92.54 90.82 91.60 90.11 91.07
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.78 91.13 92.28 91.22 91.69 90.38 91.66 91.16 92.19 90.02 91.37 89.49 89.37 91.16 93.06 92.95 91.29 93.30 92.21 92.29 94.00 92.11 92.06 92.96 92.28 91.18
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.95 90.50 90.10 92.98 88.88 90.75 89.07 89.90 91.20 90.98 92.18 90.11 90.45 91.38 90.97 89.75 92.33 92.22 91.09 91.52 90.70 89.77 94.02 90.14 90.72 89.99
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 93.79 92.22 89.82 92.74 92.95 91.16 90.80 88.81 91.34 92.99 91.90 91.82 91.34 91.82 89.58 91.99 92.59 92.80 91.77 88.26 93.13 90.96 91.76 91.54 93.66 91.76
304 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.06 92.04 91.23 90.21 91.12 91.70 89.48 90.68 91.83 91.43 92.64 91.53 92.56 91.91 91.89 91.20 91.39 91.50 92.48 92.30 93.21 92.85 92.44 91.42 92.35 89.41
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 93.93 91.74 94.16 91.15 91.33 90.70 93.69 90.36 91.81 91.13 92.86 93.20 91.81 92.35 92.79 90.93 93.23 92.31 90.53 92.20 92.89 92.35 92.94 92.86 92.72 92.74
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.88 91.53 91.21 92.09 90.95 89.56 91.77 90.77 92.20 91.84 92.85 89.26 91.73 93.50 92.06 91.48 93.97 92.46 92.77 90.98 92.03 93.12 92.91 92.38 93.02 91.09
307 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 94.29 91.71 92.48 92.98 91.86 92.48 89.42 90.65 92.14 90.78 91.50 89.83 90.57 92.66 90.47 91.87 90.96 94.56 92.67 93.81 91.64 92.63 90.99 92.50 93.21 91.22
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.44 91.77 93.50 90.49 94.59 89.48 89.60 89.69 92.98 93.24 92.90 92.84 92.35 87.43 90.87 91.71 91.26 89.67 93.58 91.82 93.11 92.44 92.80 92.63 93.32 91.95
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 93.26 93.69 92.41 92.97 91.75 90.94 92.22 90.46 90.87 91.34 91.81 91.73 92.15 92.64 92.45 92.82 91.50 92.41 92.42 92.80 92.66 94.60 93.14 93.64 93.02 91.62
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.14 93.05 94.40 92.69 91.54 91.98 91.75 91.82 92.25 92.31 92.33 92.11 92.07 93.97 91.70 92.80 93.40 91.22 92.47 92.14 94.06 93.24 92.71 92.47 92.65 93.92
315 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.31 92.58 92.42 91.15 92.01 92.80 91.82 90.85 91.81 92.40 91.42 91.78 92.32 91.86 92.40 91.47 92.26 92.38 92.21 89.82 92.45 92.61 93.42 92.76 93.01 93.54
320 372 32 0.01 8 0.00001 36 0.000000e+00 0.000000e+00 90.71 92.30 92.69 90.84 91.18 90.53 89.62 90.63 91.54 89.14 92.46 93.04 90.50 90.63 91.93 91.02 90.19 93.15 91.62 91.84 93.77 92.50 91.69 91.82 92.08 90.35
321 372 32 0.01 8 0.00001 36 0.000000e+00 1.000000e-08 91.27 91.76 92.26 91.42 91.90 90.41 91.11 89.71 91.85 90.55 91.79 89.84 91.15 92.82 90.60 88.75 91.14 92.37 90.13 89.97 92.30 91.64 90.87 89.85 90.39 90.84
322 372 32 0.01 8 0.00001 36 1.000000e-08 0.000000e+00 92.26 91.44 93.23 91.22 93.26 94.28 91.17 90.18 89.94 91.48 90.59 91.32 92.12 92.53 88.76 91.37 91.83 91.95 92.02 91.67 92.70 92.19 92.47 91.70 92.29 92.50
323 372 32 0.01 8 0.00001 36 1.000000e-08 1.000000e-08 91.25 90.82 90.39 91.21 91.75 89.49 89.72 90.29 91.34 90.64 91.13 90.26 91.81 92.55 90.51 90.62 89.85 88.56 90.26 91.60 90.76 91.31 91.64 90.02 90.93 89.87
328 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 92.16 91.61 90.97 89.14 93.63 90.07 89.51 89.90 89.52 90.85 91.67 89.05 89.38 90.86 89.87 92.77 91.96 92.11 90.27 91.76 93.16 91.16 90.85 90.17 91.49 89.75
329 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.77 92.36 93.31 90.48 91.37 91.58 91.18 90.95 91.23 90.86 91.36 90.31 91.29 90.39 92.11 92.60 93.13 91.23 93.98 92.06 93.34 93.19 91.91 90.44 92.57 89.46
330 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.58 91.50 93.20 91.94 90.93 90.42 88.94 92.15 89.97 89.40 93.56 91.06 90.40 92.44 92.23 91.87 91.54 90.51 90.26 91.76 90.92 91.68 91.14 90.00 92.45 90.02
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.61 91.40 94.98 92.30 89.33 91.30 91.89 91.51 90.89 93.51 90.40 90.99 92.16 89.93 92.26 90.36 91.61 91.54 91.37 90.60 91.86 91.77 93.39 91.81 92.00 90.11
336 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 92.83 92.40 93.00 90.08 91.77 91.26 91.77 90.61 92.00 93.39 91.59 90.11 92.87 94.57 91.23 92.61 92.96 92.82 93.30 91.71 92.63 91.92 91.60 88.75 91.71 89.90
337 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.96 93.35 92.41 89.94 90.73 90.84 92.65 92.26 91.13 91.65 92.77 90.02 91.83 90.82 92.25 92.53 92.19 91.87 93.27 92.35 93.48 92.10 92.83 92.76 90.91 91.83
338 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.20 93.56 91.85 91.76 91.82 91.97 90.90 89.96 90.99 90.22 92.18 91.87 91.44 91.44 91.44 90.96 92.99 92.17 93.31 91.56 92.48 93.53 93.30 90.50 92.45 89.57
339 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.58 93.45 93.33 91.01 91.71 91.39 91.43 91.94 89.99 91.81 92.08 89.56 91.83 93.63 90.58 92.65 92.42 92.43 92.45 90.42 91.76 92.74 91.66 92.61 91.35 91.62
344 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 92.42 91.25 92.90 90.53 92.54 88.68 92.43 90.55 91.37 90.92 94.00 91.51 93.75 93.03 90.73 90.73 91.50 93.00 91.82 91.38 93.63 93.17 93.94 92.88 90.60 92.85
345 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.13 91.59 92.06 91.70 92.06 91.34 90.75 91.93 90.47 90.74 93.97 91.57 90.64 90.96 92.74 92.30 92.16 91.62 91.23 94.52 90.99 90.38 92.22 90.33 93.24 89.42
346 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.72 91.25 91.63 91.10 93.27 90.49 92.65 90.32 90.33 92.84 91.28 89.82 92.28 94.79 91.39 91.26 92.40 91.71 91.45 90.70 92.30 91.51 94.12 92.32 92.58 89.39
347 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.06 92.54 92.66 90.65 93.42 90.84 90.90 92.61 93.96 91.72 90.56 92.53 91.16 92.35 93.95 93.66 92.26 91.89 91.12 91.99 92.92 93.27 91.95 92.46 93.09 91.64
352 372 32 0.01 8 0.00001 48 0.000000e+00 0.000000e+00 87.73 86.18 89.93 79.80 91.60 92.67 90.62 91.27 90.44 90.61 85.00 91.23 76.19 91.81 91.48 80.36 89.37 90.76 82.40 93.24 77.61 88.31 93.01 90.48 93.29 91.97
353 372 32 0.01 8 0.00001 48 0.000000e+00 1.000000e-08 92.04 92.61 92.26 88.71 86.45 83.08 92.24 91.67 90.66 81.15 92.53 89.48 92.09 92.62 89.28 90.19 91.75 92.61 81.14 92.51 78.86 91.88 77.90 91.40 92.74 91.69
354 372 32 0.01 8 0.00001 48 1.000000e-08 0.000000e+00 82.61 91.55 92.25 87.98 92.52 91.69 87.15 91.55 92.46 83.39 92.08 81.89 92.47 91.25 92.50 91.94 92.19 87.25 91.84 90.40 91.33 90.91 93.09 93.09 92.05 91.61
355 372 32 0.01 8 0.00001 48 1.000000e-08 1.000000e-08 85.15 91.85 90.90 88.71 90.11 90.82 91.33 91.39 90.29 91.16 93.81 89.93 82.70 77.25 89.99 90.83 91.97 87.98 93.05 93.10 87.93 92.68 88.62 91.86 91.85 88.68
360 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.70 91.86 91.23 88.55 92.25 91.28 91.50 90.89 91.27 91.28 92.64 90.33 90.51 92.39 91.34 91.04 92.19 92.65 91.74 90.05 92.60 93.00 94.01 91.43 91.89 91.68
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.64 92.39 91.31 89.67 92.09 91.56 92.69 88.88 92.16 90.89 90.85 92.71 94.64 93.19 92.20 93.05 90.71 93.01 93.24 92.86 92.18 92.56 93.47 92.91 90.47 91.35
362 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.97 92.13 90.60 91.31 92.33 90.65 92.02 90.56 92.11 90.69 90.39 88.51 90.95 92.74 90.50 89.60 92.13 92.71 93.90 92.13 91.22 92.55 92.88 92.90 91.67 92.37
363 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.47 91.98 92.12 90.22 89.51 89.92 92.12 91.46 90.88 90.66 89.29 90.03 90.79 92.30 91.02 90.60 92.42 90.61 92.70 90.56 91.78 91.27 93.29 92.00 93.29 90.78
368 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.84 92.96 93.14 91.03 93.73 91.13 91.02 91.24 91.35 92.27 92.96 90.19 90.83 91.79 90.90 92.56 93.19 91.80 90.69 92.23 93.23 93.33 92.21 92.42 93.31 90.96
369 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 93.99 92.34 93.09 89.19 92.53 90.09 90.48 91.85 92.18 92.06 92.93 91.24 91.12 91.32 92.85 92.07 93.23 92.02 90.88 93.64 92.03 92.46 93.87 92.74 91.95 94.09
370 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 92.40 90.46 92.29 92.20 91.99 90.69 91.73 91.02 89.97 92.79 91.63 91.08 91.68 94.14 89.65 92.26 92.79 92.60 89.86 89.68 93.73 92.55 93.25 92.89 93.99 93.10
371 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 92.15 92.73 91.33 91.45 93.24 90.79 90.61 90.94 92.54 92.41 92.45 91.41 91.26 89.81 91.96 91.44 92.77 93.44 93.18 90.48 76.00 92.79 93.16 93.23 90.49 91.76
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 94.81 92.33 94.08 92.47 91.11 92.54 92.21 93.16 92.99 92.13 92.30 90.04 92.54 93.03 92.54 91.36 93.26 93.20 94.16 93.94 92.05 93.56 93.29 92.34 92.97 91.22
377 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.51 91.24 93.61 92.17 93.05 89.55 92.78 90.42 92.92 91.41 91.93 90.12 92.41 94.26 92.58 95.12 93.44 92.71 94.64 92.05 93.93 93.13 91.41 92.47 91.71 92.62
378 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.06 91.96 92.70 90.77 89.14 91.37 91.29 94.08 92.60 90.22 91.72 92.74 91.40 88.96 91.77 89.82 93.84 92.57 92.33 92.50 92.52 92.13 92.23 92.61 93.26 93.31
379 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.59 92.21 93.94 91.35 92.77 91.80 90.18 93.34 94.05 91.29 93.68 89.67 92.50 94.26 74.32 91.97 93.76 92.97 91.45 91.49 93.58 92.36 77.54 92.39 92.49 92.42
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 88.69 91.05 88.16 89.11 89.61 88.58 89.57 89.62 88.58 89.66 89.36 90.51 89.30 89.70 89.81 90.83 90.77 91.41 90.89 91.13 87.71 89.07 89.35 87.85 89.98 90.02
296 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.05 89.33 87.76 90.12 89.24 89.04 90.61 89.38 89.17 89.38 90.19 92.14 90.29 89.31 89.27 90.24 90.07 88.73 90.89 91.13 88.79 90.37 88.62 88.01 88.63 88.16
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.49 88.77 90.46 89.63 89.85 88.61 89.44 88.98 89.52 88.92 89.93 89.43 90.66 91.73 89.87 89.31 90.30 90.49 90.74 90.44 88.79 90.35 89.07 88.77 89.38 89.95
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.25 91.36 88.89 88.71 88.77 90.88 90.23 89.36 89.48 89.53 90.30 90.73 89.39 89.29 90.04 90.24 89.33 90.13 91.20 90.82 89.99 88.70 90.06 88.88 87.60 88.93
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.38 90.10 89.21 90.18 88.92 89.46 89.69 88.37 89.90 89.92 90.37 89.91 88.87 90.97 90.02 90.69 90.22 89.66 90.64 90.04 90.59 90.55 88.65 89.83 91.02 89.98
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.24 89.62 90.04 89.86 88.82 89.78 89.11 91.58 89.57 90.57 89.64 90.43 90.67 88.85 90.13 90.51 90.18 89.41 88.58 90.35 88.14 89.63 90.04 88.33 90.22 88.73
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.89 90.27 89.29 89.06 91.23 89.47 90.48 88.72 89.56 89.22 90.00 89.99 91.26 91.90 90.33 90.65 89.39 90.49 90.44 90.67 87.41 90.64 91.50 89.59 88.98 87.81
363 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.81 88.83 87.97 90.11 89.81 89.28 89.96 89.49 89.07 89.87 89.00 89.16 90.49 90.48 88.77 89.09 89.88 90.57 90.85 90.74 88.98 89.74 90.09 88.86 90.55 88.78
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.54 88.31 90.73 89.92 89.55 91.23 88.26 89.90 88.80 90.47 90.24 90.96 90.50 88.89 89.85 90.76 88.77 90.51 89.01 90.36 89.24 90.77 89.28 89.04 88.95 90.26
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.55 90.60 88.18 89.19 89.04 90.10 88.93 89.96 89.68 90.44 88.57 90.47 90.08 90.13 89.24 89.77 90.23 90.23 89.16 90.54 90.25 90.27 88.84 89.28 88.49 88.92
265 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.99 89.22 89.00 90.77 89.25 89.61 89.55 90.30 89.33 89.14 89.80 89.75 88.83 89.52 89.55 90.78 91.12 90.16 90.49 91.32 89.46 89.63 89.14 86.65 88.60 89.89
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.77 90.41 87.90 90.40 89.28 89.72 88.80 88.31 88.33 87.83 90.74 90.31 91.07 90.24 90.17 89.29 89.02 90.80 89.79 89.70 87.90 89.87 90.79 89.61 90.57 88.00
267 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.16 89.65 89.63 90.00 89.35 88.29 91.09 88.74 90.11 89.34 90.15 91.48 88.70 89.27 90.12 89.68 90.19 89.69 89.97 90.13 89.87 89.37 88.41 90.28 89.86 88.74
304 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.66 89.68 88.79 88.57 90.15 90.41 88.55 89.24 90.03 90.38 89.73 90.69 91.06 89.75 89.79 89.22 87.92 89.24 90.49 90.90 89.13 90.02 89.18 89.53 88.03 89.49
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.55 90.87 91.16 89.01 88.89 89.88 89.47 90.48 88.32 90.27 89.19 90.32 89.27 89.27 88.85 90.93 89.92 89.88 89.80 90.04 89.66 91.87 88.84 90.33 90.83 88.73
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.82 89.08 88.47 88.63 88.88 90.86 90.09 89.50 88.89 89.59 90.95 90.16 89.17 89.53 89.66 89.66 90.22 89.22 90.56 91.72 89.99 91.03 87.92 89.24 90.56 89.93
368 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.88 88.91 89.28 89.40 88.41 89.15 88.99 89.85 88.32 91.47 90.49 90.35 90.12 90.54 89.21 89.68 90.42 90.52 88.88 90.08 90.17 89.85 88.39 89.79 89.85 89.61
370 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.03 88.29 89.47 89.86 90.35 90.04 91.21 88.69 89.43 89.99 89.12 88.96 89.43 89.19 88.32 88.89 89.13 90.02 90.05 90.49 88.98 91.67 90.54 90.61 89.56 90.05
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.13 89.86 89.04 89.75 89.26 91.29 90.14 89.88 89.19 89.77 90.12 90.21 90.94 88.35 89.55 90.15 88.99 90.73 90.61 89.69 89.51 89.51 89.61 89.99 91.07 90.30
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.62 90.03 90.08 89.50 90.21 90.62 89.89 90.98 90.85 89.25 90.70 89.34 90.26 90.01 88.90 89.89 90.72 90.78 90.47 89.97 91.08 89.97 90.16 87.67 89.41 89.74
210 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.09 87.74 89.85 88.02 89.91 89.43 88.95 90.46 89.06 88.62 90.94 90.71 90.04 89.90 89.40 89.43 89.30 90.01 91.12 89.42 89.60 90.70 89.30 89.47 90.43
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.91 89.24 89.53 90.85 88.79 90.69 87.92 91.38 89.33 88.91 90.61 90.30 89.00 89.51 87.39 89.08 89.88 90.06 89.56 90.90 90.56 89.96 90.03 90.42 90.29 88.59
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.43 89.00 88.22 89.11 89.63 90.14 90.25 89.12 90.89 88.30 90.59 91.02 88.77 88.41 89.68 89.26 91.69 89.57 91.27 90.51 88.83 90.45 89.03 89.70 89.26 90.13
274 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.77 90.67 88.55 89.07 89.48 90.01 89.91 90.40 88.49 88.87 90.83 90.08 88.30 88.72 89.81 91.03 89.50 89.89 90.45 90.89 89.21 90.33 88.67 87.84 89.99 89.20
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.52 89.29 87.60 88.94 89.94 91.41 90.49 89.20 89.78 88.31 90.86 90.11 89.07 89.44 90.77 88.90 89.13 90.74 90.36 91.42 88.97 89.76 89.35 90.12 89.39 90.75
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.40 89.28 90.29 90.22 89.80 89.96 89.36 89.36 87.59 89.28 89.73 90.97 90.57 90.03 89.90 88.62 90.51 88.53 89.60 89.95 90.80 90.69 90.31 90.56 90.79 89.55
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.64 89.26 89.10 89.19 88.78 89.95 89.08 88.95 88.96 89.57 90.85 90.26 90.89 89.38 89.74 89.67 90.35 90.64 90.61 89.43 89.76 91.16 90.36 90.03 90.02 91.06
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.69 89.03 89.67 90.12 88.69 89.88 90.95 90.23 90.48 89.64 91.32 89.79 89.39 89.38 88.33 90.14 88.88 90.16 90.17 89.59 90.25 89.97 90.24 89.40 90.08 91.59
315 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.99 89.37 88.96 88.53 88.61 90.41 89.31 91.04 89.20 90.11 90.29 89.60 91.03 89.97 88.51 89.53 90.21 89.20 89.13 89.84 88.97 89.53 89.08 89.47 91.01 89.87
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.14 90.75 90.90 89.32 89.37 88.54 89.77 88.48 88.53 89.44 89.89 89.57 90.11 90.50 90.54 91.28 90.81 88.43 91.00 91.00 89.52 88.72 89.71 89.44 89.42 89.42
378 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.01 89.36 89.13 87.93 88.08 91.70 90.19 89.86 90.51 88.73 90.21 91.01 88.88 89.23 90.52 87.80 90.19 88.26 91.50 89.54 88.29 89.57 88.69 89.29 89.72 90.37
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.54 88.91 88.61 89.11 88.73 90.07 90.55 89.43 89.17 88.42 89.83 90.70 90.16 89.33 89.69 89.60 88.70 90.23 91.39 92.27 90.42 90.30 89.21 89.49 90.46 90.37
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.28 89.15 89.35 89.08 88.96 89.10 89.53 90.87 88.63 89.67 90.87 90.19 90.13 90.12 89.91 89.73 89.65 88.57 90.14 90.52 90.73 90.68 88.80 89.49 90.94 88.49
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.18 90.16 88.13 90.05 88.58 90.18 89.47 90.10 89.98 89.10 92.18 90.20 88.75 87.78 90.05 90.60 89.10 89.52 90.62 90.42 90.34 90.19 90.41 88.90 90.02 89.47
280 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.96 90.64 88.63 88.84 89.59 89.05 88.08 88.70 89.96 90.42 90.59 90.94 74.86 88.00 89.88 89.43 88.56 90.62 90.84 90.82 89.93 87.27 90.32 89.84 88.92 89.30
Size of the All data:  (192, 29)
Size of the Sig data:  (35, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
25 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 89.85 91.44 91.16 91.17 91.09 89.91 91.51 90.62 92.58 90.12 90.77 90.84 88.95 91.36 91.01 90.98 91.08 91.55 91.15 92.07 92.35 92.64 93.04 90.41 91.57 92.25
31 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.94 90.03 91.17 90.76 92.18 89.76 91.09 89.91 92.35 92.15 92.23 91.93 90.43 93.57 89.51 92.69 91.68 90.82 93.34 90.00 91.33 92.54 90.82 91.60 90.11 91.07
13 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.78 91.13 92.28 91.22 91.69 90.38 91.66 91.16 92.19 90.02 91.37 89.49 89.37 91.16 93.06 92.95 91.29 93.30 92.21 92.29 94.00 92.11 92.06 92.96 92.28 91.18
17 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.95 90.50 90.10 92.98 88.88 90.75 89.07 89.90 91.20 90.98 92.18 90.11 90.45 91.38 90.97 89.75 92.33 92.22 91.09 91.52 90.70 89.77 94.02 90.14 90.72 89.99
0 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 93.79 92.22 89.82 92.74 92.95 91.16 90.80 88.81 91.34 92.99 91.90 91.82 91.34 91.82 89.58 91.99 92.59 92.80 91.77 88.26 93.13 90.96 91.76 91.54 93.66 91.76
18 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.61 91.40 94.98 92.30 89.33 91.30 91.89 91.51 90.89 93.51 90.40 90.99 92.16 89.93 92.26 90.36 91.61 91.54 91.37 90.60 91.86 91.77 93.39 91.81 92.00 90.11
2 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.64 92.39 91.31 89.67 92.09 91.56 92.69 88.88 92.16 90.89 90.85 92.71 94.64 93.19 92.20 93.05 90.71 93.01 93.24 92.86 92.18 92.56 93.47 92.91 90.47 91.35
26 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.47 91.98 92.12 90.22 89.51 89.92 92.12 91.46 90.88 90.66 89.29 90.03 90.79 92.30 91.02 90.60 92.42 90.61 92.70 90.56 91.78 91.27 93.29 92.00 93.29 90.78
7 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.00 90.25 91.40 92.49 93.13 90.73 89.19 91.32 91.52 92.52 91.89 90.14 91.49 92.27 91.36 91.75 90.37 90.83 91.03 89.88 92.02 92.38 91.95 91.16 90.97 90.78
21 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.71 92.33 90.88 90.62 90.70 89.58 91.54 91.82 90.23 90.62 90.53 89.56 91.12 91.58 89.66 90.60 92.59 91.85 90.37 90.41 93.11 91.65 92.10 91.65 90.27 90.08
22 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.84 91.26 91.60 90.83 91.44 90.07 91.57 91.73 91.31 91.46 91.14 90.75 90.32 91.64 90.44 92.94 92.99 91.95 90.80 89.36 92.10 93.18 92.00 90.25 90.78 92.43
32 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 92.69 92.29 91.89 91.87 92.01 91.70 91.75 90.40 91.79 91.42 91.21 90.18 91.11 91.85 91.26 91.36 90.17 91.96 91.32 88.30 90.39 92.30 92.73 91.02 91.70 91.00
20 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 94.42 91.09 92.79 90.57 90.91 89.20 91.19 92.34 91.02 89.61 92.15 91.31 92.69 90.80 92.00 90.51 89.94 93.18 91.18 89.46 91.75 90.49 92.49 91.67 91.61 91.45
27 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.06 92.04 91.23 90.21 91.12 91.70 89.48 90.68 91.83 91.43 92.64 91.53 92.56 91.91 91.89 91.20 91.39 91.50 92.48 92.30 93.21 92.85 92.44 91.42 92.35 89.41
6 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 93.93 91.74 94.16 91.15 91.33 90.70 93.69 90.36 91.81 91.13 92.86 93.20 91.81 92.35 92.79 90.93 93.23 92.31 90.53 92.20 92.89 92.35 92.94 92.86 92.72 92.74
16 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.88 91.53 91.21 92.09 90.95 89.56 91.77 90.77 92.20 91.84 92.85 89.26 91.73 93.50 92.06 91.48 93.97 92.46 92.77 90.98 92.03 93.12 92.91 92.38 93.02 91.09
28 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.84 92.96 93.14 91.03 93.73 91.13 91.02 91.24 91.35 92.27 92.96 90.19 90.83 91.79 90.90 92.56 93.19 91.80 90.69 92.23 93.23 93.33 92.21 92.42 93.31 90.96
24 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 92.40 90.46 92.29 92.20 91.99 90.69 91.73 91.02 89.97 92.79 91.63 91.08 91.68 94.14 89.65 92.26 92.79 92.60 89.86 89.68 93.73 92.55 93.25 92.89 93.99 93.10
4 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.54 91.89 92.58 92.41 91.63 88.60 90.59 92.13 91.20 93.00 90.87 90.83 93.09 89.70 92.12 91.26 94.18 93.35 92.17 92.71 91.58 92.25 93.11 93.65 93.14 89.87
1 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.85 91.50 93.20 91.25 91.93 91.38 91.55 91.28 91.15 92.98 93.02 91.46 91.76 93.33 90.59 91.49 94.85 92.81 92.62 92.53 91.62 92.18 94.19 91.46 93.22 91.65
29 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.61 90.02 92.61 89.68 91.32 90.42 89.77 92.53 94.64 92.28 90.04 90.60 90.32 93.09 91.89 90.83 91.12 92.14 92.55 91.93 91.27 92.51 93.45 92.04 91.29 92.32
14 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.95 92.23 92.61 92.60 91.96 91.74 90.47 92.97 91.40 92.11 90.86 91.28 90.52 92.48 91.39 91.25 92.46 92.68 92.43 93.29 93.50 91.82 93.73 92.27 91.85 91.07
12 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.37 92.56 93.16 90.23 89.45 93.21 93.38 91.18 92.71 90.56 92.40 92.99 90.60 92.53 92.70 92.86 92.57 92.76 92.81 91.86 92.80 91.46 92.70 91.41 93.57 90.88
30 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.28 92.52 91.94 90.93 91.13 92.33 93.23 90.99 91.60 91.39 93.34 90.67 91.62 93.84 91.40 92.99 93.15 90.73 93.34 92.54 91.43 91.70 92.58 91.90 91.80 90.92
10 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.12 88.86 92.00 89.93 91.92 90.71 91.62 91.01 91.31 91.85 90.93 90.08 91.96 91.45 92.71 90.50 91.20 92.70 93.86 94.15 91.77 92.96 93.19 92.02 92.97 91.65
5 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.44 91.77 93.50 90.49 94.59 89.48 89.60 89.69 92.98 93.24 92.90 92.84 92.35 87.43 90.87 91.71 91.26 89.67 93.58 91.82 93.11 92.44 92.80 92.63 93.32 91.95
8 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 93.26 93.69 92.41 92.97 91.75 90.94 92.22 90.46 90.87 91.34 91.81 91.73 92.15 92.64 92.45 92.82 91.50 92.41 92.42 92.80 92.66 94.60 93.14 93.64 93.02 91.62
3 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.14 93.05 94.40 92.69 91.54 91.98 91.75 91.82 92.25 92.31 92.33 92.11 92.07 93.97 91.70 92.80 93.40 91.22 92.47 92.14 94.06 93.24 92.71 92.47 92.65 93.92
23 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.31 92.58 92.42 91.15 92.01 92.80 91.82 90.85 91.81 92.40 91.42 91.78 92.32 91.86 92.40 91.47 92.26 92.38 92.21 89.82 92.45 92.61 93.42 92.76 93.01 93.54
11 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 94.81 92.33 94.08 92.47 91.11 92.54 92.21 93.16 92.99 92.13 92.30 90.04 92.54 93.03 92.54 91.36 93.26 93.20 94.16 93.94 92.05 93.56 93.29 92.34 92.97 91.22
33 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.06 91.96 92.70 90.77 89.14 91.37 91.29 94.08 92.60 90.22 91.72 92.74 91.40 88.96 91.77 89.82 93.84 92.57 92.33 92.50 92.52 92.13 92.23 92.61 93.26 93.31
9 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.65 91.78 92.45 92.91 90.72 93.55 92.61 93.51 90.47 88.71 92.44 90.51 92.13 91.66 91.81 91.55 92.06 91.84 93.40 92.87 93.01 92.62 94.44 92.92 92.79 92.27
19 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.98 90.34 92.12 91.18 91.19 93.64 92.55 93.42 92.07 91.24 91.83 92.45 92.23 93.34 90.57 91.27 92.97 91.91 93.68 93.57 92.96 92.20 91.70 94.19 93.45 91.90
15 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.12 92.44 91.65 91.80 91.77 92.76 91.74 89.66 90.80 92.36 94.36 91.58 91.04 93.62 91.73 91.55 92.99 92.67 93.48 92.06 93.91 92.47 94.39 91.45 91.72 93.12
34 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 94.16 93.20 93.56 92.36 93.01 88.53 90.94 91.68 92.41 90.43 93.54 90.49 75.57 90.73 91.75 92.65 90.20 91.76 93.85 90.32 94.65 91.29 94.09 93.31 92.70 91.99
Size of the test data:  (35, 34)

Difference

Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.70 -0.86 1.21 4.27 0.11 -0.13 -1.16 0.54 1.72 1.45 1.88 -0.62 1.06 2.09 0.93 -0.49 3.00 2.09 -0.11 0.70 0.71 1.07 3.96 1.26 3.12 1.06 6
280 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.20 2.56 4.93 3.52 3.42 -0.52 2.86 2.98 2.45 0.01 2.95 -0.45 0.71 2.73 1.87 3.22 1.64 1.14 3.01 -0.50 4.72 4.02 3.77 3.47 3.78 2.69 3
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.06 2.45 2.74 3.46 2.07 -1.30 1.68 1.27 3.31 2.25 1.90 -0.90 2.56 3.97 2.40 1.82 3.75 3.24 2.21 -0.74 2.04 2.09 4.99 3.14 2.46 1.16 3
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.60 -0.43 4.40 0.99 1.98 -0.70 1.13 1.81 1.53 3.54 0.07 -0.03 2.89 2.01 1.94 1.60 2.07 1.96 3.50 2.73 2.80 3.20 3.84 1.90 3.58 0.90 3
210 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.96 0.93 4.87 -0.17 3.30 0.51 0.34 3.58 4.18 3.22 1.42 -0.34 -0.39 3.05 1.99 1.43 1.69 2.84 2.54 0.81 1.85 2.91 2.75 2.74 1.82 1.89 3
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.46 1.94 0.67 2.57 3.58 -0.50 0.93 1.42 2.72 2.05 1.65 -0.82 0.99 3.38 1.51 0.99 1.60 0.32 2.02 -0.48 2.78 1.61 2.67 2.12 2.02 0.52 3
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.16 1.73 2.70 1.43 1.66 -0.52 2.61 1.86 0.55 0.18 1.96 -0.91 1.04 1.45 0.42 0.83 2.36 1.62 1.21 -0.13 2.86 1.38 3.26 2.37 1.78 1.16 3
267 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.26 1.44 3.16 0.57 1.56 0.91 0.10 3.60 0.91 0.27 2.00 -0.17 3.99 1.53 1.88 0.83 -0.25 3.49 1.21 -0.67 1.88 1.12 4.08 1.39 1.75 2.71 3
378 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.05 2.60 3.57 2.84 1.06 -0.33 1.10 4.22 2.09 1.49 1.51 1.73 2.52 -0.27 1.25 2.02 3.65 4.31 0.83 2.96 4.23 2.56 3.54 3.32 3.54 2.94 2
315 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.32 3.21 3.46 2.62 3.40 2.39 2.51 -0.19 2.61 2.29 1.13 2.18 1.29 1.89 3.89 1.94 2.05 3.18 3.08 -0.02 3.48 3.08 4.34 3.29 2.00 3.67 2
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.04 2.49 3.21 0.27 4.79 -0.48 0.24 0.33 5.39 3.96 3.17 1.87 1.78 -2.60 0.97 3.09 0.75 1.14 3.98 1.87 2.31 1.75 2.49 2.07 2.53 2.40 2
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.41 2.03 3.54 2.66 2.37 -2.69 0.45 2.25 2.01 3.23 0.75 0.62 2.15 1.35 2.57 1.11 5.19 2.62 1.56 3.02 2.07 2.74 3.50 3.66 2.07 -0.43 2
296 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.89 0.70 3.41 0.64 2.94 0.72 0.48 0.53 3.18 2.77 2.04 -0.21 0.14 4.26 0.24 2.45 1.61 2.09 2.45 -1.13 2.54 2.17 2.20 3.59 1.48 2.91 2
370 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.37 2.17 2.82 2.34 1.64 0.65 0.52 2.33 0.54 2.80 2.51 2.12 2.25 4.95 1.33 3.37 3.66 2.58 -0.19 -0.81 4.75 0.88 2.71 2.28 4.43 3.05 2
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.92 1.88 3.99 1.47 2.73 1.98 2.95 2.09 3.46 3.59 0.47 -0.13 0.04 1.61 1.09 2.07 1.15 1.16 1.53 -1.40 2.49 2.43 1.94 1.41 1.13 3.00 2
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.29 2.36 1.82 1.59 1.84 1.77 2.22 2.18 2.67 1.10 1.44 0.06 -1.29 -0.57 3.19 3.64 0.99 2.81 1.47 1.85 5.21 1.76 2.99 4.19 2.90 1.23 2
363 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.66 3.15 4.15 0.11 -0.30 0.64 2.16 1.97 1.81 0.79 0.29 0.87 0.30 1.82 2.25 1.51 2.54 0.04 1.85 -0.18 2.80 1.53 3.20 3.14 2.74 2.00 2
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.41 2.12 0.61 2.56 4.03 1.70 1.11 0.44 1.44 3.07 1.53 1.91 2.47 0.85 -0.44 1.30 2.37 3.14 1.13 -1.78 2.54 0.41 3.11 1.71 2.64 1.78 2
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.37 1.78 4.94 2.44 0.51 1.52 2.78 -0.07 1.32 2.94 0.76 0.56 1.49 1.08 2.13 -0.15 1.43 2.13 2.79 0.25 3.72 2.14 3.35 3.48 1.78 1.38 2
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.38 0.87 3.00 2.14 2.44 0.82 4.22 -0.12 3.49 0.86 3.67 2.88 2.54 3.08 3.94 -0.00 3.31 2.43 0.73 2.16 3.23 0.48 4.10 2.53 1.89 4.01 1
304 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.40 2.36 2.44 1.64 0.97 1.29 0.93 1.44 1.80 1.05 2.91 0.84 1.50 2.16 2.10 1.98 3.47 2.26 1.99 1.40 4.08 2.83 3.26 1.89 4.32 -0.08 1
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.94 2.28 3.52 1.75 3.19 2.58 2.27 -0.44 0.82 3.26 2.18 1.38 2.29 5.84 1.68 0.95 3.89 3.15 2.86 1.64 3.57 2.28 3.98 2.55 1.70 3.65 1
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.11 2.87 3.84 3.80 1.99 3.48 2.06 4.08 1.30 0.29 2.61 -0.19 1.97 2.33 2.12 1.95 3.36 1.61 2.01 0.60 2.59 2.32 5.23 3.43 2.33 1.90 1
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.16 0.39 3.00 2.06 1.48 1.33 1.94 1.00 4.00 0.46 1.41 0.33 -0.35 1.66 1.20 0.15 0.31 0.14 0.26 0.94 4.64 3.57 3.69 2.56 1.59 2.23 1
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.94 3.56 4.94 1.12 -0.18 3.07 3.13 2.06 1.82 2.26 1.81 1.97 1.83 4.12 3.02 3.60 0.88 3.19 1.54 1.35 3.97 1.01 3.67 1.71 4.31 0.75 1
265 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.85 2.04 2.60 0.06 2.19 0.46 2.02 1.43 1.98 2.32 1.34 1.00 1.49 2.12 0.89 2.16 1.87 1.79 0.31 -1.96 2.64 3.55 2.86 3.60 2.18 2.54 1
368 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.96 4.05 3.86 1.63 5.32 1.98 2.03 1.39 3.03 0.80 2.47 -0.16 0.71 1.25 1.69 2.88 2.77 1.28 1.81 2.15 3.06 3.48 3.82 2.63 3.46 1.35 1
274 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.51 1.85 3.39 1.86 1.65 2.32 3.32 0.59 3.11 2.52 2.51 0.59 3.32 5.12 1.59 1.96 3.65 0.84 2.89 1.65 2.22 1.37 3.91 4.06 1.81 1.72 0
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.62 4.43 3.31 3.78 2.97 0.99 3.14 1.51 1.91 1.77 0.96 1.47 1.26 3.26 2.71 3.15 1.15 1.77 1.81 3.37 2.90 3.44 2.78 3.61 3.00 0.56 0
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.45 4.02 4.73 2.57 2.85 2.10 0.80 1.59 1.77 2.67 1.01 2.32 2.68 4.59 3.37 2.66 4.52 1.06 2.30 2.55 3.81 3.27 2.47 3.07 2.57 2.33 0
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 2.99 3.08 1.75 3.17 1.05 2.55 1.59 2.07 3.20 0.25 0.98 1.52 2.97 4.00 2.17 2.58 2.62 2.87 2.39 2.94 1.86 3.70 1.85 1.56 2.48 0
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.67 1.58 3.18 3.15 1.74 4.00 2.44 4.68 4.46 2.69 2.41 0.47 2.43 2.53 2.00 0.08 2.45 4.77 3.16 2.94 2.53 4.84 3.58 2.90 3.55 1.80 0
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.23 1.47 3.12 1.75 1.72 0.76 1.66 0.30 0.30 3.73 2.32 2.12 1.50 3.32 1.69 1.60 4.13 2.03 2.15 2.56 0.54 2.21 4.03 3.79 3.81 1.91 0
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.70 1.19 2.77 2.10 2.23 4.54 3.02 2.55 3.44 1.57 0.96 2.26 2.10 3.22 0.66 1.54 3.32 3.34 3.54 3.05 2.23 1.52 2.90 4.70 2.51 3.41 0
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.75 2.12 2.02 0.61 0.86 2.09 2.21 0.16 2.60 1.67 0.85 2.72 3.38 1.29 1.87 2.40 1.32 2.52 2.80 2.19 4.77 1.92 1.97 3.32 1.49 3.54 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.528000 0.648636
mAP_valid_abs_values_12 90.313714 0.660455
mAP_valid_abs_values_19 90.290286 0.730175
mAP_valid_abs_values_11 90.167429 0.753550
mAP_valid_abs_values_22 90.030286 0.856887
mAP_valid_abs_values_6 89.922857 0.847101
mAP_valid_abs_values_18 89.896857 0.783674
mAP_valid_abs_values_16 89.838000 0.782657
mAP_valid_abs_values_17 89.810857 0.809744
mAP_valid_abs_values_25 89.769143 0.882514
mAP_valid_abs_values_7 89.667143 0.809007
mAP_valid_abs_values_2 89.641143 0.786593
mAP_valid_abs_values_8 89.640000 0.860079
mAP_valid_abs_values_14 89.621714 0.898396
mAP_valid_abs_values_15 89.602000 0.711104
mAP_valid_abs_values_26 89.560286 0.867934
mAP_valid_abs_values_23 89.525429 0.830384
mAP_valid_abs_values_10 89.509714 0.754377
mAP_valid_abs_values_4 89.485429 0.673805
mAP_valid_abs_values_21 89.475429 0.912554
mAP_valid_abs_values_13 89.456571 2.679488
mAP_valid_abs_values_9 89.374000 0.779280
mAP_valid_abs_values_24 89.298000 0.891102
mAP_valid_abs_values_5 89.254857 0.669782
mAP_valid_abs_values 89.188857 0.781988
mAP_valid_abs_values_3 89.083429 0.934681


We then apply the hyperparameters to the test set and average the results.

Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.915143 0.822927
mAP_test_abs_values_21 92.489714 0.985565
mAP_test_abs_values_25 92.330000 1.062378
mAP_test_abs_values_3 92.312000 1.154145
mAP_test_abs_values_22 92.281714 0.895142
mAP_test_abs_values_19 92.264571 1.134873
mAP_test_abs_values_17 92.217429 1.221654
mAP_test_abs_values_24 92.118857 0.943715
mAP_test_abs_values_18 92.088286 0.855878
mAP_test_abs_values_14 92.005714 1.462521
mAP_test_abs_values 91.927143 1.307068
mAP_test_abs_values_11 91.856000 1.073447
average_map 91.800363 0.439244
mAP_test_abs_values_9 91.710857 0.909283
mAP_test_abs_values_2 91.707429 1.036905
mAP_test_abs_values_16 91.604000 0.949087
mAP_test_abs_values_10 91.570286 1.119242
mAP_test_abs_values_26 91.563714 1.079118
mAP_test_abs_values_20 91.537429 1.526473
mAP_test_abs_values_15 91.486000 0.959657
mAP_test_abs_values_5 91.462857 1.234467
mAP_test_abs_values_7 91.460000 1.113983
mAP_test_abs_values_4 91.426857 1.012901
mAP_test_abs_values_8 91.267143 1.246141
mAP_test_abs_values_12 91.122857 1.063688
mAP_test_abs_values_13 91.061143 2.902101
mAP_test_abs_values_6 91.022286 1.321993
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 88.69 91.05 88.16 89.11 89.61 88.58 89.57 89.62 88.58 89.66 89.36 90.51 89.30 89.70 89.81 90.83 90.77 91.41 90.89 91.13 87.71 89.07 89.35 87.85 89.98 90.02
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.49 88.77 90.46 89.63 89.85 88.61 89.44 88.98 89.52 88.92 89.93 89.43 90.66 91.73 89.87 89.31 90.30 90.49 90.74 90.44 88.79 90.35 89.07 88.77 89.38 89.95
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.25 91.36 88.89 88.71 88.77 90.88 90.23 89.36 89.48 89.53 90.30 90.73 89.39 89.29 90.04 90.24 89.33 90.13 91.20 90.82 89.99 88.70 90.06 88.88 87.60 88.93
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.38 90.10 89.21 90.18 88.92 89.46 89.69 88.37 89.90 89.92 90.37 89.91 88.87 90.97 90.02 90.69 90.22 89.66 90.64 90.04 90.59 90.55 88.65 89.83 91.02 89.98
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.24 89.62 90.04 89.86 88.82 89.78 89.11 91.58 89.57 90.57 89.64 90.43 90.67 88.85 90.13 90.51 90.18 89.41 88.58 90.35 88.14 89.63 90.04 88.33 90.22 88.73
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.89 90.27 89.29 89.06 91.23 89.47 90.48 88.72 89.56 89.22 90.00 89.99 91.26 91.90 90.33 90.65 89.39 90.49 90.44 90.67 87.41 90.64 91.50 89.59 88.98 87.81
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.54 88.31 90.73 89.92 89.55 91.23 88.26 89.90 88.80 90.47 90.24 90.96 90.50 88.89 89.85 90.76 88.77 90.51 89.01 90.36 89.24 90.77 89.28 89.04 88.95 90.26
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.55 90.60 88.18 89.19 89.04 90.10 88.93 89.96 89.68 90.44 88.57 90.47 90.08 90.13 89.24 89.77 90.23 90.23 89.16 90.54 90.25 90.27 88.84 89.28 88.49 88.92
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.77 90.41 87.90 90.40 89.28 89.72 88.80 88.31 88.33 87.83 90.74 90.31 91.07 90.24 90.17 89.29 89.02 90.80 89.79 89.70 87.90 89.87 90.79 89.61 90.57 88.00
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.55 90.87 91.16 89.01 88.89 89.88 89.47 90.48 88.32 90.27 89.19 90.32 89.27 89.27 88.85 90.93 89.92 89.88 89.80 90.04 89.66 91.87 88.84 90.33 90.83 88.73
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.82 89.08 88.47 88.63 88.88 90.86 90.09 89.50 88.89 89.59 90.95 90.16 89.17 89.53 89.66 89.66 90.22 89.22 90.56 91.72 89.99 91.03 87.92 89.24 90.56 89.93
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.13 89.86 89.04 89.75 89.26 91.29 90.14 89.88 89.19 89.77 90.12 90.21 90.94 88.35 89.55 90.15 88.99 90.73 90.61 89.69 89.51 89.51 89.61 89.99 91.07 90.30
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.62 90.03 90.08 89.50 90.21 90.62 89.89 90.98 90.85 89.25 90.70 89.34 90.26 90.01 88.90 89.89 90.72 90.78 90.47 89.97 91.08 89.97 90.16 87.67 89.41 89.74
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.91 89.24 89.53 90.85 88.79 90.69 87.92 91.38 89.33 88.91 90.61 90.30 89.00 89.51 87.39 89.08 89.88 90.06 89.56 90.90 90.56 89.96 90.03 90.42 90.29 88.59
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.43 89.00 88.22 89.11 89.63 90.14 90.25 89.12 90.89 88.30 90.59 91.02 88.77 88.41 89.68 89.26 91.69 89.57 91.27 90.51 88.83 90.45 89.03 89.70 89.26 90.13
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.52 89.29 87.60 88.94 89.94 91.41 90.49 89.20 89.78 88.31 90.86 90.11 89.07 89.44 90.77 88.90 89.13 90.74 90.36 91.42 88.97 89.76 89.35 90.12 89.39 90.75
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.40 89.28 90.29 90.22 89.80 89.96 89.36 89.36 87.59 89.28 89.73 90.97 90.57 90.03 89.90 88.62 90.51 88.53 89.60 89.95 90.80 90.69 90.31 90.56 90.79 89.55
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.64 89.26 89.10 89.19 88.78 89.95 89.08 88.95 88.96 89.57 90.85 90.26 90.89 89.38 89.74 89.67 90.35 90.64 90.61 89.43 89.76 91.16 90.36 90.03 90.02 91.06
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.69 89.03 89.67 90.12 88.69 89.88 90.95 90.23 90.48 89.64 91.32 89.79 89.39 89.38 88.33 90.14 88.88 90.16 90.17 89.59 90.25 89.97 90.24 89.40 90.08 91.59
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.14 90.75 90.90 89.32 89.37 88.54 89.77 88.48 88.53 89.44 89.89 89.57 90.11 90.50 90.54 91.28 90.81 88.43 91.00 91.00 89.52 88.72 89.71 89.44 89.42 89.42
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.54 88.91 88.61 89.11 88.73 90.07 90.55 89.43 89.17 88.42 89.83 90.70 90.16 89.33 89.69 89.60 88.70 90.23 91.39 92.27 90.42 90.30 89.21 89.49 90.46 90.37
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.28 89.15 89.35 89.08 88.96 89.10 89.53 90.87 88.63 89.67 90.87 90.19 90.13 90.12 89.91 89.73 89.65 88.57 90.14 90.52 90.73 90.68 88.80 89.49 90.94 88.49
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.18 90.16 88.13 90.05 88.58 90.18 89.47 90.10 89.98 89.10 92.18 90.20 88.75 87.78 90.05 90.60 89.10 89.52 90.62 90.42 90.34 90.19 90.41 88.90 90.02 89.47
Size of the All data:  (192, 29)
Size of the Sig data:  (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
21 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 89.85 91.44 91.16 91.17 91.09 89.91 91.51 90.62 92.58 90.12 90.77 90.84 88.95 91.36 91.01 90.98 91.08 91.55 91.15 92.07 92.35 92.64 93.04 90.41 91.57 92.25
13 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.78 91.13 92.28 91.22 91.69 90.38 91.66 91.16 92.19 90.02 91.37 89.49 89.37 91.16 93.06 92.95 91.29 93.30 92.21 92.29 94.00 92.11 92.06 92.96 92.28 91.18
17 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.95 90.50 90.10 92.98 88.88 90.75 89.07 89.90 91.20 90.98 92.18 90.11 90.45 91.38 90.97 89.75 92.33 92.22 91.09 91.52 90.70 89.77 94.02 90.14 90.72 89.99
0 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 93.79 92.22 89.82 92.74 92.95 91.16 90.80 88.81 91.34 92.99 91.90 91.82 91.34 91.82 89.58 91.99 92.59 92.80 91.77 88.26 93.13 90.96 91.76 91.54 93.66 91.76
18 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.61 91.40 94.98 92.30 89.33 91.30 91.89 91.51 90.89 93.51 90.40 90.99 92.16 89.93 92.26 90.36 91.61 91.54 91.37 90.60 91.86 91.77 93.39 91.81 92.00 90.11
2 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.64 92.39 91.31 89.67 92.09 91.56 92.69 88.88 92.16 90.89 90.85 92.71 94.64 93.19 92.20 93.05 90.71 93.01 93.24 92.86 92.18 92.56 93.47 92.91 90.47 91.35
7 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.00 90.25 91.40 92.49 93.13 90.73 89.19 91.32 91.52 92.52 91.89 90.14 91.49 92.27 91.36 91.75 90.37 90.83 91.03 89.88 92.02 92.38 91.95 91.16 90.97 90.78
20 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.71 92.33 90.88 90.62 90.70 89.58 91.54 91.82 90.23 90.62 90.53 89.56 91.12 91.58 89.66 90.60 92.59 91.85 90.37 90.41 93.11 91.65 92.10 91.65 90.27 90.08
22 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 92.69 92.29 91.89 91.87 92.01 91.70 91.75 90.40 91.79 91.42 91.21 90.18 91.11 91.85 91.26 91.36 90.17 91.96 91.32 88.30 90.39 92.30 92.73 91.02 91.70 91.00
6 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 93.93 91.74 94.16 91.15 91.33 90.70 93.69 90.36 91.81 91.13 92.86 93.20 91.81 92.35 92.79 90.93 93.23 92.31 90.53 92.20 92.89 92.35 92.94 92.86 92.72 92.74
16 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.88 91.53 91.21 92.09 90.95 89.56 91.77 90.77 92.20 91.84 92.85 89.26 91.73 93.50 92.06 91.48 93.97 92.46 92.77 90.98 92.03 93.12 92.91 92.38 93.02 91.09
4 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.54 91.89 92.58 92.41 91.63 88.60 90.59 92.13 91.20 93.00 90.87 90.83 93.09 89.70 92.12 91.26 94.18 93.35 92.17 92.71 91.58 92.25 93.11 93.65 93.14 89.87
1 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.85 91.50 93.20 91.25 91.93 91.38 91.55 91.28 91.15 92.98 93.02 91.46 91.76 93.33 90.59 91.49 94.85 92.81 92.62 92.53 91.62 92.18 94.19 91.46 93.22 91.65
14 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.95 92.23 92.61 92.60 91.96 91.74 90.47 92.97 91.40 92.11 90.86 91.28 90.52 92.48 91.39 91.25 92.46 92.68 92.43 93.29 93.50 91.82 93.73 92.27 91.85 91.07
12 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.37 92.56 93.16 90.23 89.45 93.21 93.38 91.18 92.71 90.56 92.40 92.99 90.60 92.53 92.70 92.86 92.57 92.76 92.81 91.86 92.80 91.46 92.70 91.41 93.57 90.88
10 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.12 88.86 92.00 89.93 91.92 90.71 91.62 91.01 91.31 91.85 90.93 90.08 91.96 91.45 92.71 90.50 91.20 92.70 93.86 94.15 91.77 92.96 93.19 92.02 92.97 91.65
5 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.44 91.77 93.50 90.49 94.59 89.48 89.60 89.69 92.98 93.24 92.90 92.84 92.35 87.43 90.87 91.71 91.26 89.67 93.58 91.82 93.11 92.44 92.80 92.63 93.32 91.95
8 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 93.26 93.69 92.41 92.97 91.75 90.94 92.22 90.46 90.87 91.34 91.81 91.73 92.15 92.64 92.45 92.82 91.50 92.41 92.42 92.80 92.66 94.60 93.14 93.64 93.02 91.62
3 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.14 93.05 94.40 92.69 91.54 91.98 91.75 91.82 92.25 92.31 92.33 92.11 92.07 93.97 91.70 92.80 93.40 91.22 92.47 92.14 94.06 93.24 92.71 92.47 92.65 93.92
11 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 94.81 92.33 94.08 92.47 91.11 92.54 92.21 93.16 92.99 92.13 92.30 90.04 92.54 93.03 92.54 91.36 93.26 93.20 94.16 93.94 92.05 93.56 93.29 92.34 92.97 91.22
9 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.65 91.78 92.45 92.91 90.72 93.55 92.61 93.51 90.47 88.71 92.44 90.51 92.13 91.66 91.81 91.55 92.06 91.84 93.40 92.87 93.01 92.62 94.44 92.92 92.79 92.27
19 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.98 90.34 92.12 91.18 91.19 93.64 92.55 93.42 92.07 91.24 91.83 92.45 92.23 93.34 90.57 91.27 92.97 91.91 93.68 93.57 92.96 92.20 91.70 94.19 93.45 91.90
15 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.12 92.44 91.65 91.80 91.77 92.76 91.74 89.66 90.80 92.36 94.36 91.58 91.04 93.62 91.73 91.55 92.99 92.67 93.48 92.06 93.91 92.47 94.39 91.45 91.72 93.12
Size of the test data:  (23, 34)

Difference

Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
298 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.70 -0.86 1.21 4.27 0.11 -0.13 -1.16 0.54 1.72 1.45 1.88 -0.62 1.06 2.09 0.93 -0.49 3.00 2.09 -0.11 0.70 0.71 1.07 3.96 1.26 3.12 1.06 6
201 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.46 1.94 0.67 2.57 3.58 -0.50 0.93 1.42 2.72 2.05 1.65 -0.82 0.99 3.38 1.51 0.99 1.60 0.32 2.02 -0.48 2.78 1.61 2.67 2.12 2.02 0.52 3
202 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.16 1.73 2.70 1.43 1.66 -0.52 2.61 1.86 0.55 0.18 1.96 -0.91 1.04 1.45 0.42 0.83 2.36 1.62 1.21 -0.13 2.86 1.38 3.26 2.37 1.78 1.16 3
306 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.06 2.45 2.74 3.46 2.07 -1.30 1.68 1.27 3.31 2.25 1.90 -0.90 2.56 3.97 2.40 1.82 3.75 3.24 2.21 -0.74 2.04 2.09 4.99 3.14 2.46 1.16 3
275 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.60 -0.43 4.40 0.99 1.98 -0.70 1.13 1.81 1.53 3.54 0.07 -0.03 2.89 2.01 1.94 1.60 2.07 1.96 3.50 2.73 2.80 3.20 3.84 1.90 3.58 0.90 3
208 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.41 2.03 3.54 2.66 2.37 -2.69 0.45 2.25 2.01 3.23 0.75 0.62 2.15 1.35 2.57 1.11 5.19 2.62 1.56 3.02 2.07 2.74 3.50 3.66 2.07 -0.43 2
299 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.41 2.12 0.61 2.56 4.03 1.70 1.11 0.44 1.44 3.07 1.53 1.91 2.47 0.85 -0.44 1.30 2.37 3.14 1.13 -1.78 2.54 0.41 3.11 1.71 2.64 1.78 2
331 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.37 1.78 4.94 2.44 0.51 1.52 2.78 -0.07 1.32 2.94 0.76 0.56 1.49 1.08 2.13 -0.15 1.43 2.13 2.79 0.25 3.72 2.14 3.35 3.48 1.78 1.38 2
266 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.92 1.88 3.99 1.47 2.73 1.98 2.95 2.09 3.46 3.59 0.47 -0.13 0.04 1.61 1.09 2.07 1.15 1.16 1.53 -1.40 2.49 2.43 1.94 1.41 1.13 3.00 2
312 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.04 2.49 3.21 0.27 4.79 -0.48 0.24 0.33 5.39 3.96 3.17 1.87 1.78 -2.60 0.97 3.09 0.75 1.14 3.98 1.87 2.31 1.75 2.49 2.07 2.53 2.40 2
297 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.29 2.36 1.82 1.59 1.84 1.77 2.22 2.18 2.67 1.10 1.44 0.06 -1.29 -0.57 3.19 3.64 0.99 2.81 1.47 1.85 5.21 1.76 2.99 4.19 2.90 1.23 2
272 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.94 3.56 4.94 1.12 -0.18 3.07 3.13 2.06 1.82 2.26 1.81 1.97 1.83 4.12 3.02 3.60 0.88 3.19 1.54 1.35 3.97 1.01 3.67 1.71 4.31 0.75 1
216 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.11 2.87 3.84 3.80 1.99 3.48 2.06 4.08 1.30 0.29 2.61 -0.19 1.97 2.33 2.12 1.95 3.36 1.61 2.01 0.60 2.59 2.32 5.23 3.43 2.33 1.90 1
291 372 32 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.16 0.39 3.00 2.06 1.48 1.33 1.94 1.00 4.00 0.46 1.41 0.33 -0.35 1.66 1.20 0.15 0.31 0.14 0.26 0.94 4.64 3.57 3.69 2.56 1.59 2.23 1
305 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.38 0.87 3.00 2.14 2.44 0.82 4.22 -0.12 3.49 0.86 3.67 2.88 2.54 3.08 3.94 -0.00 3.31 2.43 0.73 2.16 3.23 0.48 4.10 2.53 1.89 4.01 1
218 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.94 2.28 3.52 1.75 3.19 2.58 2.27 -0.44 0.82 3.26 2.18 1.38 2.29 5.84 1.68 0.95 3.89 3.15 2.86 1.64 3.57 2.28 3.98 2.55 1.70 3.65 1
211 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 2.99 3.08 1.75 3.17 1.05 2.55 1.59 2.07 3.20 0.25 0.98 1.52 2.97 4.00 2.17 2.58 2.62 2.87 2.39 2.94 1.86 3.70 1.85 1.56 2.48 0
209 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.23 1.47 3.12 1.75 1.72 0.76 1.66 0.30 0.30 3.73 2.32 2.12 1.50 3.32 1.69 1.60 4.13 2.03 2.15 2.56 0.54 2.21 4.03 3.79 3.81 1.91 0
313 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.62 4.43 3.31 3.78 2.97 0.99 3.14 1.51 1.91 1.77 0.96 1.47 1.26 3.26 2.71 3.15 1.15 1.77 1.81 3.37 2.90 3.44 2.78 3.61 3.00 0.56 0
314 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.45 4.02 4.73 2.57 2.85 2.10 0.80 1.59 1.77 2.67 1.01 2.32 2.68 4.59 3.37 2.66 4.52 1.06 2.30 2.55 3.81 3.27 2.47 3.07 2.57 2.33 0
376 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.67 1.58 3.18 3.15 1.74 4.00 2.44 4.68 4.46 2.69 2.41 0.47 2.43 2.53 2.00 0.08 2.45 4.77 3.16 2.94 2.53 4.84 3.58 2.90 3.55 1.80 0
361 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.75 2.12 2.02 0.61 0.86 2.09 2.21 0.16 2.60 1.67 0.85 2.72 3.38 1.29 1.87 2.40 1.32 2.52 2.80 2.19 4.77 1.92 1.97 3.32 1.49 3.54 0
217 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.70 1.19 2.77 2.10 2.23 4.54 3.02 2.55 3.44 1.57 0.96 2.26 2.10 3.22 0.66 1.54 3.32 3.34 3.54 3.05 2.23 1.52 2.90 4.70 2.51 3.41 0
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.499130 0.698563
mAP_valid_abs_values_11 90.297391 0.768642
mAP_valid_abs_values_19 90.287391 0.738833
mAP_valid_abs_values_12 90.255652 0.457273
mAP_valid_abs_values_22 90.178696 0.756327
mAP_valid_abs_values_6 90.017391 0.831806
mAP_valid_abs_values_18 90.008261 0.791711
mAP_valid_abs_values_16 89.980870 0.719557
mAP_valid_abs_values_13 89.925217 0.812985
mAP_valid_abs_values_25 89.901304 0.887275
mAP_valid_abs_values_17 89.859130 0.791741
mAP_valid_abs_values_2 89.756522 0.823632
mAP_valid_abs_values_8 89.685217 0.922348
mAP_valid_abs_values_14 89.684348 0.987305
mAP_valid_abs_values_15 89.670435 0.736530
mAP_valid_abs_values_23 89.633043 0.813793
mAP_valid_abs_values_7 89.629130 0.741141
mAP_valid_abs_values_26 89.596522 0.960074
mAP_valid_abs_values_21 89.584348 1.052736
mAP_valid_abs_values_4 89.519130 0.590176
mAP_valid_abs_values_10 89.394783 0.722803
mAP_valid_abs_values_24 89.389565 0.754137
mAP_valid_abs_values_9 89.304783 0.817151
mAP_valid_abs_values_5 89.286087 0.629370
mAP_valid_abs_values_3 89.261304 1.024523
mAP_valid_abs_values 89.245652 0.831187


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.646413 1.870113
mAP_test_abs_values_21 92.469565 0.914848
mAP_test_abs_values_19 92.405543 1.033924
mAP_test_abs_values_22 92.305217 0.901330
mAP_test_abs_values_25 92.265978 1.055853
mAP_test_abs_values_17 92.264130 1.077058
mAP_test_abs_values_3 92.164783 1.270290
mAP_test_abs_values_24 92.155109 1.033978
mAP_test_abs_values_14 92.124565 1.412983
mAP_test_abs_values_18 92.113696 1.040775
mAP_test_abs_values_11 91.918913 1.020850
average_map 91.782667 0.464638
mAP_test_abs_values 91.693804 1.448104
mAP_test_abs_values_9 91.667283 1.052634
mAP_test_abs_values_2 91.651957 0.982356
mAP_test_abs_values_20 91.649348 1.366319
mAP_test_abs_values_5 91.598913 1.097020
mAP_test_abs_values_16 91.584783 0.976316
mAP_test_abs_values_10 91.567283 1.048173
mAP_test_abs_values_26 91.493696 1.153700
mAP_test_abs_values_13 91.445435 1.004173
mAP_test_abs_values_4 91.350435 1.100607
mAP_test_abs_values_15 91.311413 2.035151
mAP_test_abs_values_7 91.290435 1.155043
mAP_test_abs_values_6 91.172283 1.233186
mAP_test_abs_values_8 91.071739 1.315725
mAP_test_abs_values_12 90.966630 1.103815


Summary using radar plot

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 48 0.10 8 0.00100 24 0.000000e+00 0.000000e+00 80.15 84.36 84.63 74.20 81.71 83.87 81.83 83.90 84.42 83.11 82.94 83.63 80.59 78.48 81.56 81.32 81.12 78.61 84.82 84.02 77.65 82.23 78.83 78.80 82.06 82.83
5 372 48 0.10 8 0.00100 24 0.000000e+00 1.000000e-08 84.42 86.03 84.85 85.56 88.77 83.49 85.34 86.16 88.39 87.27 82.95 85.82 83.31 86.71 87.13 84.28 42.66 84.36 85.27 87.32 86.48 85.88 86.36 86.34 87.39 86.81
6 372 48 0.10 8 0.00100 24 1.000000e-08 0.000000e+00 84.35 83.04 84.00 86.69 85.56 84.34 85.87 87.00 86.46 84.91 86.01 85.03 88.53 85.02 88.39 82.85 84.16 84.02 86.36 85.37 85.65 86.94 84.30 84.78 85.72 84.35
7 372 48 0.10 8 0.00100 24 1.000000e-08 1.000000e-08 85.14 86.90 85.53 84.88 88.08 86.28 85.75 87.48 84.63 84.32 86.65 86.66 84.72 85.79 86.84 85.26 87.12 85.10 86.28 85.72 86.79 85.89 85.61 87.85 87.09 87.08
12 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.76 86.14 87.96 89.95 85.88 88.63 86.96 90.89 86.55 86.33 88.12 87.79 88.66 87.26 86.38 87.64 87.51 87.84 88.55 87.95 88.21 88.44 87.14 88.80 87.89 86.47
13 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.33 88.73 87.86 87.62 90.78 88.53 88.92 88.05 88.07 86.47 89.03 89.20 88.45 87.88 87.48 89.54 88.41 87.96 88.48 88.78 88.96 89.07 88.64 87.66 90.01 90.31
14 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.05 89.18 87.74 86.85 89.73 89.46 88.21 90.23 87.51 88.48 89.32 89.43 89.27 89.20 89.10 89.19 42.66 90.04 90.20 88.05 88.58 88.33 87.69 88.35 86.82 89.11
15 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.26 88.20 88.12 87.28 88.64 88.49 87.42 89.48 87.53 88.66 89.15 89.09 88.40 89.06 88.26 89.04 89.95 86.62 89.52 90.38 87.50 88.89 86.51 86.95 89.01 86.71
20 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.01 87.62 88.41 88.19 87.82 88.25 90.18 86.77 90.00 87.87 89.33 88.43 87.91 87.56 88.16 89.42 87.89 88.76 89.34 90.12 88.15 89.58 88.50 87.35 86.99 89.01
21 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.95 88.10 87.66 89.17 87.02 88.68 87.12 88.56 87.76 88.50 88.55 89.01 88.25 87.96 88.74 89.22 89.04 89.70 88.78 87.67 87.48 87.54 89.07 87.09 87.48 89.52
22 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.58 89.79 87.75 88.04 87.79 87.94 89.97 89.05 88.75 87.66 89.21 89.03 89.30 87.40 89.00 87.95 86.94 86.64 89.48 87.31 89.12 87.50 88.15 88.53 87.72 90.33
23 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 88.22 87.75 42.66 89.09 90.22 89.43 87.75 89.88 87.17 88.83 88.62 90.22 89.70 88.03 88.04 87.21 89.02 86.95 88.45 89.30 89.36 88.21 88.51 89.27 87.87 88.49
28 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 87.89 87.27 85.34 85.37 86.13 88.23 87.22 87.20 88.20 88.78 89.29 88.67 88.33 88.25 87.15 86.46 87.33 87.64 86.92 88.98 87.52 88.52 86.89 87.60 89.77 86.01
29 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.95 88.49 86.56 87.60 88.59 87.63 87.02 87.84 88.70 89.29 88.43 89.25 87.53 86.73 89.09 89.25 88.03 87.73 88.10 90.48 89.40 86.72 87.37 89.12 89.36 88.03
30 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.46 88.01 86.72 89.02 87.33 87.82 88.78 87.42 89.66 88.40 90.16 86.76 86.21 89.24 89.32 88.23 87.36 89.08 88.73 87.96 86.78 90.53 89.73 88.39 89.34 86.73
31 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.11 89.68 87.29 89.87 88.38 88.51 88.27 88.49 89.29 90.03 89.78 89.25 88.76 88.64 88.20 88.85 88.44 89.62 87.28 88.74 88.07 88.20 87.34 89.14 87.98 88.51
36 372 48 0.10 8 0.00100 36 0.000000e+00 0.000000e+00 82.18 78.33 80.63 83.84 83.38 83.20 86.15 86.05 85.27 82.59 85.86 86.90 85.40 85.19 84.80 86.16 85.43 86.30 85.39 86.52 85.92 84.23 85.35 79.48 84.98 82.13
37 372 48 0.10 8 0.00100 36 0.000000e+00 1.000000e-08 84.15 85.31 85.56 89.24 85.97 85.12 85.60 86.60 83.36 87.68 85.57 84.85 85.45 87.89 85.53 84.70 85.71 83.10 87.45 86.26 85.61 86.34 83.94 87.91 85.55 83.36
38 372 48 0.10 8 0.00100 36 1.000000e-08 0.000000e+00 83.78 86.71 83.34 86.28 86.67 87.51 84.22 87.11 87.27 86.74 85.23 86.46 84.75 85.90 87.90 84.94 85.68 86.83 86.70 85.88 86.71 88.31 87.85 86.71 86.30 86.68
39 372 48 0.10 8 0.00100 36 1.000000e-08 1.000000e-08 83.89 84.71 84.04 85.75 84.61 84.60 84.19 85.70 85.76 83.42 86.02 86.13 84.64 84.63 83.98 82.56 86.38 84.35 84.65 86.13 85.67 86.07 84.95 85.31 85.27 42.66
44 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.31 88.41 86.61 87.21 88.46 86.03 87.68 87.26 88.13 88.18 89.29 88.10 87.45 86.86 88.44 89.79 88.33 88.18 88.18 87.82 87.66 88.44 88.28 87.92 88.59 89.91
45 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.49 89.19 88.93 90.27 88.00 87.75 89.36 89.13 90.26 88.84 88.54 89.37 87.92 88.66 87.89 88.68 88.40 88.88 88.83 90.29 88.74 88.24 87.76 88.72 88.85 88.10
46 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.54 87.92 87.60 87.34 88.52 86.55 88.20 89.29 88.64 87.33 88.46 88.30 88.69 87.78 88.66 88.79 88.77 87.85 88.02 91.55 88.84 87.93 88.46 89.18 87.78 90.20
47 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.78 89.77 88.42 88.56 87.51 88.08 87.37 88.90 89.16 86.64 88.29 89.20 89.01 88.49 89.78 88.58 88.06 88.64 89.21 89.43 88.19 86.24 88.50 88.76 89.99 88.83
52 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.32 87.87 86.88 89.92 87.40 89.01 88.24 87.36 87.51 88.18 89.69 87.63 88.62 88.96 89.20 87.00 87.71 89.71 88.05 87.69 88.05 88.48 88.40 86.97 89.19 88.17
53 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 88.21 89.19 89.18 89.19 88.04 89.48 87.71 88.28 86.84 88.37 89.50 89.76 89.35 89.80 90.91 88.31 88.55 89.04 89.01 87.71 88.78 89.09 86.14 86.09 88.36 88.73
54 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 87.57 87.63 88.60 86.62 89.36 88.15 89.81 89.70 88.66 88.59 87.23 89.38 89.34 89.26 88.26 88.92 89.37 89.15 89.44 87.08 89.02 88.71 88.81 87.51 89.94 88.15
55 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 88.45 89.25 85.53 90.59 87.07 89.40 87.45 89.31 89.11 88.76 89.76 90.00 88.61 87.89 86.64 89.29 89.36 87.16 89.56 88.88 87.67 88.40 88.62 88.72 89.48 89.51
60 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 87.08 87.96 86.24 87.00 88.44 88.05 87.20 88.28 88.30 89.10 88.81 88.27 89.89 88.72 88.98 89.93 88.40 89.55 88.78 88.05 89.04 87.86 86.64 88.24 89.02 86.88
61 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.02 88.91 88.74 87.32 89.12 87.69 88.76 87.78 88.15 87.61 88.31 88.38 89.09 87.98 89.39 89.56 89.19 87.77 88.34 88.37 89.49 88.71 88.93 89.74 89.16 87.43
62 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 86.99 87.91 87.55 88.45 85.50 89.14 87.58 87.97 87.86 89.79 89.22 88.77 88.69 88.26 87.33 89.69 89.42 88.49 89.57 88.61 87.06 87.93 88.66 87.35 88.69 88.48
63 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.65 88.03 87.93 89.11 88.06 87.94 90.51 87.91 88.78 88.86 87.84 88.98 89.95 89.12 88.17 88.75 88.96 88.79 89.29 88.74 89.01 88.49 87.82 88.21 88.49 87.88
68 372 48 0.10 8 0.00100 48 0.000000e+00 0.000000e+00 81.64 83.88 82.84 80.59 83.16 83.68 82.40 85.04 85.49 86.42 86.37 82.89 85.25 84.59 81.42 86.51 83.94 84.62 85.58 85.03 85.30 84.31 83.85 80.97 85.84 83.67
69 372 48 0.10 8 0.00100 48 0.000000e+00 1.000000e-08 85.56 88.39 86.81 84.90 84.82 87.67 85.94 84.88 86.43 86.54 86.05 88.26 85.61 86.45 87.02 84.64 86.41 85.45 86.38 85.29 86.41 87.21 86.73 87.70 86.30 88.35
70 372 48 0.10 8 0.00100 48 1.000000e-08 0.000000e+00 85.99 84.64 85.65 83.89 85.44 87.15 85.37 87.47 84.96 86.29 86.79 86.88 83.34 85.14 85.40 85.36 86.38 86.01 86.60 86.58 85.69 86.91 86.27 87.26 85.36 86.53
71 372 48 0.10 8 0.00100 48 1.000000e-08 1.000000e-08 86.77 86.61 85.44 85.21 86.13 87.50 85.33 88.14 85.01 84.66 86.39 88.33 84.60 86.23 86.54 85.20 85.67 85.91 85.78 85.54 86.25 86.91 84.74 85.69 86.99 84.41
76 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.15 88.05 86.63 87.38 87.83 87.94 89.55 87.68 87.29 86.92 87.94 88.70 87.82 86.70 88.98 89.72 88.08 89.22 87.30 87.65 87.36 88.45 87.36 87.43 88.74 89.42
77 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.52 86.49 88.20 87.73 87.28 88.09 88.33 88.72 89.19 87.61 88.62 89.54 89.22 89.42 89.67 89.82 87.75 88.53 88.30 86.95 88.65 90.56 87.79 89.78 87.66 89.13
78 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.62 88.54 87.11 87.60 89.09 86.72 88.29 89.60 89.34 88.41 88.59 88.94 87.85 87.32 88.76 88.62 88.00 89.61 89.95 87.77 88.72 88.18 90.01 87.20 88.76 88.51
79 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.73 88.67 88.55 88.77 88.81 88.28 88.16 88.12 87.68 87.92 88.48 89.16 86.60 89.72 42.66 88.31 87.50 88.02 89.86 90.24 88.84 87.52 88.60 89.09 89.97 89.43
84 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 85.20 87.96 86.39 88.72 88.01 87.52 86.93 88.14 86.32 87.40 88.85 88.84 86.11 88.82 87.85 89.79 87.98 88.24 88.69 87.58 87.68 89.18 87.75 86.74 88.34 88.38
85 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.59 87.44 88.39 88.31 86.74 89.37 90.08 88.13 91.21 87.94 89.89 88.03 90.81 87.65 88.54 88.02 86.70 88.77 88.34 86.90 86.12 90.10 85.74 87.37 86.91 87.73
86 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.30 87.69 88.96 88.26 86.27 88.78 88.67 88.31 89.70 88.12 88.06 89.19 87.05 88.23 89.05 89.12 88.01 88.76 88.50 86.85 88.10 89.57 42.66 87.98 87.31 89.13
87 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.11 87.81 86.53 88.68 87.57 88.24 88.83 87.94 90.00 87.99 86.29 88.39 86.59 88.01 88.56 91.74 88.44 89.44 87.91 89.21 87.24 88.03 89.23 88.12 87.28 86.11
92 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 86.47 89.40 87.70 88.94 89.24 88.83 87.37 88.03 88.55 88.88 88.15 88.59 88.26 88.80 88.34 87.92 87.44 87.30 87.78 88.39 87.54 88.57 88.72 87.77 88.27 88.97
93 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 86.01 88.50 86.11 90.18 87.00 88.06 85.78 89.52 87.37 88.86 87.70 88.73 87.34 87.33 42.66 86.94 87.77 87.60 88.06 87.51 86.69 86.86 87.62 87.94 87.87 88.17
94 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 85.05 88.09 85.37 87.96 87.30 88.46 89.36 90.19 88.85 88.47 88.68 89.06 88.47 88.79 87.29 88.84 89.00 87.90 88.12 87.05 87.80 88.90 86.96 89.14 87.12 85.90
95 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 88.33 88.49 88.57 87.77 88.19 87.03 87.98 88.19 89.49 86.44 87.09 88.23 89.50 87.05 88.89 86.72 88.45 88.36 86.95 88.32 87.95 88.38 86.79 88.34 88.74 88.10
100 372 48 0.10 8 0.00001 24 0.000000e+00 0.000000e+00 81.76 78.51 80.38 77.24 80.72 82.78 80.83 81.59 81.40 82.47 83.28 83.44 84.31 83.68 76.95 83.69 80.03 72.31 84.43 82.75 84.10 79.71 82.95 78.09 84.46 83.75
101 372 48 0.10 8 0.00001 24 0.000000e+00 1.000000e-08 84.26 84.60 83.93 87.85 85.73 86.26 84.85 86.63 86.86 85.86 85.81 86.49 83.41 86.42 87.87 84.03 85.11 81.49 85.50 87.93 85.91 87.92 85.90 86.30 85.72 86.76
102 372 48 0.10 8 0.00001 24 1.000000e-08 0.000000e+00 82.56 88.56 84.69 88.06 85.31 83.97 86.86 86.87 86.53 87.20 88.08 85.51 83.68 86.40 88.11 86.75 85.53 86.49 85.43 85.45 87.09 87.22 85.99 84.78 86.03 85.83
103 372 48 0.10 8 0.00001 24 1.000000e-08 1.000000e-08 86.13 87.07 85.99 84.90 85.53 85.66 85.66 85.80 83.97 84.26 85.96 85.72 82.25 83.03 87.39 86.62 84.40 82.32 84.62 85.28 82.86 85.43 86.94 85.85 85.44 85.15
108 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 87.81 88.90 87.24 86.77 87.35 88.34 86.36 88.31 87.44 86.17 87.68 88.26 89.53 87.85 88.40 88.97 89.10 87.78 87.52 87.84 88.13 87.87 88.36 88.59 87.72 88.48
109 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.63 87.91 88.09 86.80 86.75 89.72 89.00 87.64 88.65 88.78 90.18 91.26 88.57 89.42 89.41 90.42 88.46 89.28 88.50 87.84 87.87 89.55 87.50 88.42 88.99 88.01
110 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 86.93 87.99 88.58 87.71 88.27 88.24 87.40 88.11 88.33 88.07 88.38 89.43 86.16 89.50 88.75 88.85 87.40 87.90 88.88 90.01 88.44 88.04 88.50 88.05 89.64 89.65
111 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.57 89.15 87.56 89.42 88.54 87.85 88.93 88.11 89.39 88.04 88.77 90.69 89.45 90.24 89.09 90.25 88.75 89.74 89.32 87.75 87.68 88.88 88.23 88.07 89.62 89.16
116 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.11 88.89 87.92 86.32 86.40 87.78 86.41 87.30 87.93 87.52 88.27 88.08 86.88 89.21 86.69 89.08 86.76 88.69 88.32 89.03 87.97 89.64 87.97 87.46 89.14 87.76
117 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.65 87.20 87.85 87.77 89.00 88.21 87.83 89.08 89.10 89.18 89.28 88.96 88.60 88.29 89.11 89.30 89.56 88.97 89.26 87.45 89.47 88.73 88.83 89.28 87.61 87.93
118 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.26 88.86 86.61 88.83 86.83 87.07 86.98 89.56 87.72 89.20 89.75 88.92 88.81 89.32 90.00 88.01 87.27 88.97 87.78 89.15 88.14 88.28 88.41 86.17 88.12 88.46
119 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 88.38 87.87 87.76 87.23 89.51 88.08 88.31 89.66 87.74 90.11 88.15 89.98 88.26 88.35 89.47 88.45 88.93 90.34 88.72 88.45 88.82 89.66 87.52 87.65 89.63 88.38
124 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.77 89.28 86.93 87.21 86.92 89.02 86.11 88.12 88.05 89.50 88.39 87.54 89.04 88.34 87.66 88.43 86.98 89.73 88.74 89.38 89.43 88.48 87.27 89.11 87.87 89.16
125 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.23 88.73 87.21 90.55 86.54 87.58 88.65 87.70 88.00 88.65 89.19 89.40 89.19 87.27 89.79 89.59 90.16 88.26 88.43 88.44 90.09 88.41 88.14 88.51 87.71 88.68
126 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.11 88.94 89.03 88.03 87.49 88.30 86.68 88.12 88.21 88.78 89.77 87.07 90.45 89.88 89.56 88.10 87.94 88.63 89.92 88.52 88.89 89.26 87.27 88.38 87.42 89.12
127 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 88.53 89.03 86.87 86.64 88.12 86.90 89.71 87.71 88.12 88.95 88.61 87.81 88.53 89.36 90.09 88.61 88.40 89.21 87.30 90.00 88.36 87.22 88.96 89.64 89.04 89.27
132 372 48 0.10 8 0.00001 36 0.000000e+00 0.000000e+00 84.04 78.30 76.95 78.09 83.86 84.08 85.88 81.32 84.46 82.34 84.01 84.59 83.34 80.35 75.78 83.25 84.08 84.59 87.26 83.10 78.87 86.42 83.71 77.28 85.09 85.86
133 372 48 0.10 8 0.00001 36 0.000000e+00 1.000000e-08 85.87 83.74 86.71 86.01 84.26 85.38 86.33 88.20 86.85 84.47 86.33 85.70 85.10 86.49 86.85 84.68 86.82 85.73 87.47 85.80 85.74 85.54 84.97 85.32 85.15 85.76
134 372 48 0.10 8 0.00001 36 1.000000e-08 0.000000e+00 86.09 83.53 85.12 85.04 87.60 86.58 82.92 84.32 84.54 85.23 87.10 84.55 86.85 86.37 84.56 87.18 85.29 84.28 90.10 85.76 86.12 86.63 86.61 86.77 87.80 87.16
135 372 48 0.10 8 0.00001 36 1.000000e-08 1.000000e-08 84.30 85.93 86.39 86.40 87.29 85.52 85.36 87.24 87.32 84.95 88.04 86.44 85.07 86.70 86.98 86.53 87.50 86.27 87.96 86.34 88.16 87.38 86.68 86.33 85.34 86.80
140 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.48 86.22 87.66 87.36 86.70 88.89 87.78 88.15 87.81 87.96 87.25 88.70 88.25 87.61 88.13 88.27 90.50 88.27 87.03 88.18 88.95 88.85 87.96 88.85 88.34 89.42
141 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.69 88.88 88.64 89.14 87.26 88.25 89.71 89.13 88.78 87.44 89.10 88.96 87.50 88.32 88.06 90.08 88.19 89.30 89.32 89.36 89.28 87.77 89.35 88.31 88.77 89.03
142 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.55 88.16 88.75 88.38 89.59 86.95 86.45 87.57 87.94 88.01 88.80 88.81 89.68 88.23 88.20 88.14 88.57 89.91 89.64 90.44 88.22 88.61 88.49 88.61 88.20 89.43
143 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.40 89.53 87.81 88.36 88.29 88.87 87.94 87.59 89.11 88.64 88.82 89.42 87.67 86.56 88.68 90.19 88.92 89.08 91.11 87.84 87.59 87.47 87.28 88.12 89.31 89.21
148 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 88.30 42.66 88.65 87.13 87.57 88.27 87.90 89.95 87.16 89.19 88.50 87.42 89.56 89.85 89.30 89.08 88.09 88.09 87.20 87.92 87.77 88.56 88.11 90.19 88.10 87.68
149 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.62 88.82 89.14 88.52 88.65 88.68 88.13 88.96 88.93 88.23 87.77 89.19 89.57 89.50 90.16 88.67 88.60 88.54 89.19 89.21 87.91 89.17 87.94 88.31 88.83 88.58
150 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 89.61 87.68 89.03 86.72 89.44 89.42 87.69 89.36 89.61 88.19 88.25 88.97 88.67 88.28 88.74 88.71 90.26 88.32 90.79 90.03 87.40 87.86 90.08 89.41 91.47 90.36
151 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.94 89.79 87.23 88.42 88.41 88.00 88.34 89.98 88.29 88.10 86.97 88.54 89.28 89.77 90.25 88.84 88.98 86.54 89.26 88.97 87.53 87.04 88.52 88.71 87.63 90.02
156 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.37 88.94 87.35 88.92 85.61 89.41 87.24 86.83 87.44 87.35 88.40 89.18 88.26 87.96 88.42 89.50 87.78 88.36 89.43 85.74 88.79 87.07 86.13 87.86 89.44 85.32
157 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.05 88.21 88.80 88.40 88.14 87.27 88.01 89.54 89.50 88.59 88.09 87.62 88.22 89.19 89.04 89.03 89.83 88.67 88.66 89.36 89.66 88.60 88.29 87.89 88.30 88.27
158 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.33 87.59 87.29 89.28 88.43 88.21 88.17 88.71 89.91 87.13 88.68 88.44 88.99 90.69 90.07 88.48 89.36 88.60 90.06 87.40 89.62 88.40 88.30 87.80 88.68 88.20
159 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.30 86.78 86.62 87.98 88.63 88.06 88.96 86.66 88.77 88.68 88.21 88.85 89.72 88.37 88.06 87.79 89.57 90.73 88.77 88.84 88.11 88.74 89.83 87.18 88.60 87.35
164 372 48 0.10 8 0.00001 48 0.000000e+00 0.000000e+00 81.44 86.84 83.55 84.99 81.38 83.87 83.74 86.32 86.17 87.47 86.14 85.41 84.32 85.34 84.58 86.53 86.23 87.01 85.59 85.49 85.53 84.60 85.53 83.97 87.21 85.95
165 372 48 0.10 8 0.00001 48 0.000000e+00 1.000000e-08 86.31 86.86 87.48 87.59 85.32 85.38 86.60 88.21 85.65 86.78 86.46 88.39 86.28 86.15 84.71 85.42 86.45 86.69 87.71 87.09 87.30 85.83 86.74 85.97 86.89 86.52
166 372 48 0.10 8 0.00001 48 1.000000e-08 0.000000e+00 84.15 84.48 87.04 85.08 85.20 84.65 89.30 87.46 84.77 86.88 87.26 85.53 84.96 84.37 85.95 84.10 85.40 84.29 85.15 83.77 87.98 86.75 86.84 85.41 86.38 86.37
167 372 48 0.10 8 0.00001 48 1.000000e-08 1.000000e-08 84.35 86.27 85.52 85.78 85.54 85.79 86.30 86.86 87.00 85.43 86.31 85.76 85.02 86.01 86.95 84.10 84.73 85.67 88.26 87.45 86.29 86.03 83.85 86.47 86.61 86.62
172 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.26 86.75 87.00 88.69 88.24 88.08 88.29 87.39 88.31 88.50 88.46 90.37 90.87 88.67 87.88 87.76 87.30 89.54 89.07 88.36 87.14 89.29 88.22 88.93 87.54 87.07
173 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 88.14 88.04 87.86 88.06 90.48 88.48 87.85 88.43 87.31 90.36 88.84 88.71 86.45 89.04 87.43 89.22 90.86 88.34 86.79 89.00 89.35 87.56 88.19 88.92 88.16 89.76
174 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.54 89.85 87.91 89.48 88.50 88.02 90.39 88.34 87.22 89.06 88.81 88.54 87.78 88.52 88.75 89.51 89.75 86.70 87.90 88.49 88.66 89.27 88.10 88.49 88.12 90.11
175 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.84 90.03 87.54 88.51 88.71 89.44 86.43 89.11 90.45 87.96 90.04 88.73 89.98 88.24 88.31 88.86 88.12 89.38 88.38 89.95 86.96 89.40 87.33 90.19 88.64 89.39
180 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.44 88.21 86.86 89.67 87.13 89.43 88.00 88.48 87.66 87.56 89.41 88.88 88.45 88.91 88.11 88.90 88.23 88.78 88.82 88.09 86.48 87.52 86.85 87.86 89.09 87.76
181 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 86.42 86.82 84.94 90.23 87.34 87.82 88.40 88.89 88.72 88.27 88.70 88.11 89.41 88.00 88.42 88.38 90.15 88.93 88.69 89.98 87.20 89.51 88.40 89.33 90.11 88.09
182 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.89 88.32 86.82 87.99 87.25 88.71 88.10 90.52 88.76 86.89 89.24 88.10 87.83 87.14 88.07 91.35 87.79 88.04 88.79 88.77 87.06 88.85 88.03 88.88 90.29 90.35
183 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.93 88.91 88.24 86.89 87.21 88.41 88.52 86.42 88.17 89.54 88.64 88.58 88.39 88.47 88.29 88.28 87.16 89.19 88.34 88.90 87.37 90.22 86.99 87.37 87.36 88.56
188 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.51 88.58 87.52 87.95 86.25 87.80 86.90 89.63 89.48 87.27 88.14 90.00 89.37 88.27 86.81 90.00 88.45 89.21 88.01 87.37 87.96 90.35 85.28 87.34 87.64 87.42
189 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 85.64 86.26 87.54 86.08 86.41 88.07 88.79 88.03 88.59 87.69 88.68 89.32 87.42 87.58 89.03 88.49 88.63 87.17 90.33 88.68 90.83 87.82 87.66 88.66 87.16 87.71
190 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 86.91 88.97 88.81 87.09 88.96 88.69 88.12 89.20 87.98 86.64 87.97 89.07 87.44 88.73 87.98 88.40 88.15 88.92 88.23 88.69 86.04 88.08 89.09 89.40 86.72 87.22
191 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 87.91 87.60 86.62 87.56 86.64 88.88 87.57 89.76 87.35 88.55 87.25 89.77 88.85 87.00 87.99 90.91 89.19 88.09 88.56 89.28 89.63 88.10 87.92 86.26 88.89 88.33
196 372 48 0.01 8 0.00100 24 0.000000e+00 0.000000e+00 89.25 88.49 88.20 87.95 88.54 90.12 88.24 89.47 89.72 88.12 88.91 89.19 88.99 89.42 89.03 89.68 88.99 89.22 89.66 90.08 89.34 87.85 89.67 90.72 89.38 88.95
197 372 48 0.01 8 0.00100 24 0.000000e+00 1.000000e-08 87.18 89.51 87.89 88.14 89.72 89.93 89.26 88.28 87.26 88.78 89.50 90.11 87.55 88.55 89.17 89.81 88.88 88.89 90.31 89.02 87.65 90.23 89.36 87.08 88.91 87.24
198 372 48 0.01 8 0.00100 24 1.000000e-08 0.000000e+00 89.33 89.10 88.54 89.17 90.45 89.45 89.09 89.61 88.85 89.86 89.73 90.20 89.48 90.11 88.50 87.94 89.33 89.59 91.26 90.50 89.00 89.26 90.58 88.34 89.72 89.46
199 372 48 0.01 8 0.00100 24 1.000000e-08 1.000000e-08 88.15 88.43 88.18 90.37 89.97 89.33 90.13 90.40 89.81 88.03 88.58 89.31 88.37 88.56 88.40 89.40 87.83 89.20 90.62 90.08 88.65 88.98 89.55 88.19 89.20 87.58
204 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.07 90.10 89.06 90.23 89.60 89.69 91.48 89.94 90.35 89.51 90.05 89.30 90.42 89.73 89.77 89.52 89.28 89.62 90.92 91.69 91.01 88.62 89.94 88.61 88.81 90.00
205 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.51 90.36 88.57 87.92 88.75 88.97 88.31 90.23 90.01 90.34 91.21 90.84 89.58 89.53 89.84 90.53 90.98 89.10 89.85 88.84 90.06 91.11 88.93 89.26 87.67 87.31
206 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.76 89.79 89.65 90.88 89.31 91.08 89.34 88.94 89.94 89.97 89.43 89.44 90.61 90.80 90.17 90.64 89.35 90.12 91.21 90.10 90.05 90.55 90.20 88.67 90.30 91.06
207 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.32 92.14 89.30 89.20 89.64 90.17 88.93 89.64 90.97 89.70 90.10 91.69 89.07 90.20 89.81 89.09 89.29 89.75 90.26 90.88 90.36 90.66 90.19 89.34 91.36 89.38
212 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.96 90.61 89.07 89.16 88.44 90.03 89.98 89.46 88.82 89.53 89.97 91.65 90.57 88.97 90.39 90.89 89.41 89.66 90.39 90.24 87.87 90.16 89.22 89.08 89.42 91.52
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.93 90.45 89.37 88.95 90.72 89.85 88.73 88.79 90.94 88.98 89.94 90.72 88.95 90.63 90.58 90.81 90.01 90.92 91.27 89.84 90.70 90.11 89.24 89.97 89.47 90.35
214 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.94 90.32 89.87 89.33 88.77 91.12 90.31 89.97 90.11 89.34 91.43 90.20 90.95 89.03 89.61 90.02 90.19 89.99 89.16 89.93 91.58 89.45 89.36 89.33 88.71 87.74
215 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.38 89.17 89.75 89.48 89.08 90.25 89.22 89.78 90.01 89.16 90.32 91.31 90.20 90.56 90.14 91.26 90.18 89.46 90.29 90.55 90.33 89.95 89.92 89.92 90.26 90.77
220 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.77 89.32 90.68 90.47 90.42 89.27 89.21 88.27 89.05 88.87 90.00 90.09 89.98 89.83 88.64 89.75 89.04 89.20 90.77 90.34 89.41 90.26 89.60 90.29 89.17 89.35
221 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.36 89.33 88.81 90.71 90.45 89.77 89.22 88.73 91.02 90.71 89.88 90.00 89.72 88.67 89.18 89.95 89.11 89.66 89.86 89.81 90.57 90.43 87.51 88.60 90.10 90.63
222 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.72 90.92 90.25 89.92 88.63 90.44 89.42 88.25 90.12 88.84 90.32 89.67 91.17 88.36 89.24 90.22 87.89 89.22 89.71 90.87 89.07 90.14 89.55 89.42 88.81 89.58
223 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.00 89.24 91.03 89.41 88.86 90.04 89.20 89.35 88.97 89.52 90.69 91.49 89.39 89.49 90.68 90.74 90.14 90.01 89.52 89.66 89.82 89.40 89.78 90.17 90.21 89.00
228 372 48 0.01 8 0.00100 36 0.000000e+00 0.000000e+00 88.57 90.25 89.08 90.41 88.67 89.73 90.21 89.34 88.36 88.93 89.31 90.29 87.38 88.06 89.62 88.28 89.67 89.67 90.10 90.07 87.39 89.52 89.78 90.62 88.53 88.47
229 372 48 0.01 8 0.00100 36 0.000000e+00 1.000000e-08 87.72 88.32 88.56 90.11 88.65 90.16 89.24 87.86 89.64 89.03 89.88 90.11 88.89 88.23 90.44 90.54 88.31 90.31 88.75 90.46 88.87 89.71 88.66 89.49 88.92 88.28
230 372 48 0.01 8 0.00100 36 1.000000e-08 0.000000e+00 88.01 90.72 88.51 89.80 88.48 89.94 89.26 89.49 89.81 88.57 90.39 88.88 89.85 88.47 88.09 90.38 86.42 89.42 88.59 90.06 89.89 88.73 90.54 89.86 89.08 88.76
231 372 48 0.01 8 0.00100 36 1.000000e-08 1.000000e-08 88.98 90.41 89.11 89.30 89.16 89.61 88.94 89.13 88.19 89.97 90.13 89.12 89.86 88.59 88.08 89.74 88.96 89.53 90.31 90.13 89.21 87.25 90.33 89.18 89.55 89.12
236 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.43 89.64 87.82 88.66 89.85 89.66 89.65 91.62 90.28 90.47 90.17 89.62 89.31 89.66 89.78 90.67 89.94 89.24 90.74 90.90 89.07 89.79 87.80 90.04 89.25 89.81
237 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.71 89.92 88.80 90.14 91.11 89.15 90.39 90.47 88.58 88.83 90.90 91.23 90.26 90.31 90.13 88.90 90.01 89.85 90.43 90.35 89.34 89.16 89.17 88.80 88.68 89.37
238 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.02 89.84 88.68 90.54 89.44 90.00 88.79 90.16 90.22 90.05 90.92 89.37 89.83 90.40 89.81 89.75 89.13 91.04 90.97 90.61 90.54 90.66 90.46 88.25 88.79 87.91
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.72 90.18 89.98 90.40 89.86 89.91 90.58 90.15 87.70 90.04 90.89 91.78 91.76 90.82 89.37 88.86 89.06 89.52 91.24 91.11 90.21 90.10 88.76 90.18 90.11 88.46
244 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.35 90.72 89.43 89.70 89.66 90.07 89.99 91.04 89.91 87.95 89.94 90.67 90.13 89.27 89.73 91.18 88.55 88.80 91.39 89.72 89.98 89.70 91.28 89.65 89.59 88.52
245 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.48 89.38 88.46 89.96 89.60 88.89 89.74 90.30 88.91 89.43 89.44 90.52 90.20 88.70 89.38 89.38 89.43 89.38 89.59 90.81 90.19 91.81 88.90 89.99 88.63 89.63
246 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.44 90.44 90.25 88.24 90.15 91.54 90.17 89.77 90.15 89.73 90.36 91.05 89.65 88.52 89.85 91.84 90.51 89.47 91.72 90.20 88.71 90.92 90.04 89.65 89.41 88.39
247 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.61 90.63 90.39 91.32 91.05 90.62 90.22 90.38 89.66 89.64 90.44 89.72 90.94 89.42 90.44 89.12 91.16 90.40 89.64 89.52 89.40 88.91 88.85 88.85 89.73 88.43
252 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 88.50 90.28 89.54 88.26 90.06 90.60 88.60 88.44 89.45 89.40 89.30 89.42 89.49 89.07 90.28 88.86 89.85 90.54 90.74 88.75 88.85 91.28 90.56 90.20 90.70 88.76
253 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.96 90.34 89.52 89.25 88.59 90.17 90.16 89.90 90.15 89.61 90.29 90.49 89.94 89.90 88.26 88.87 90.18 88.34 89.50 90.08 90.56 90.55 89.75 89.09 89.09 91.64
254 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.89 91.17 89.88 90.17 89.01 89.33 90.46 90.42 87.95 89.44 90.09 90.95 90.15 88.51 90.34 90.37 90.81 89.91 91.20 90.52 89.16 90.88 89.70 89.95 88.76 87.68
255 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.73 90.49 89.76 89.20 89.80 90.56 88.86 89.40 88.57 88.46 90.78 88.99 89.78 89.74 90.56 89.92 89.32 88.77 89.25 89.79 89.85 90.33 89.08 89.22 89.45 90.77
260 372 48 0.01 8 0.00100 48 0.000000e+00 0.000000e+00 89.31 90.37 88.53 89.57 89.37 89.10 89.29 89.62 88.92 89.78 89.17 88.81 88.63 90.10 88.01 90.29 90.09 90.09 90.28 89.68 89.00 89.67 89.44 88.77 89.71 88.09
261 372 48 0.01 8 0.00100 48 0.000000e+00 1.000000e-08 87.92 91.24 89.43 90.00 88.20 89.60 89.51 89.42 89.07 88.57 89.86 90.04 89.87 88.97 89.46 90.30 89.14 89.85 89.29 89.52 89.22 88.46 88.19 89.54 89.47 89.04
262 372 48 0.01 8 0.00100 48 1.000000e-08 0.000000e+00 88.54 90.48 89.69 89.35 89.32 89.40 89.48 89.66 88.50 89.21 90.68 89.21 89.96 90.02 89.87 90.72 88.64 90.19 91.12 90.01 89.14 89.00 89.19 88.33 88.40 90.04
263 372 48 0.01 8 0.00100 48 1.000000e-08 1.000000e-08 88.56 89.06 90.18 89.57 90.18 89.79 89.96 88.35 89.41 89.42 89.82 88.10 90.16 88.81 89.70 89.76 90.53 90.10 90.25 91.19 90.03 89.67 88.14 88.96 89.13 90.29
268 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.70 88.55 89.01 89.13 88.65 89.81 89.18 90.27 89.36 90.65 88.90 89.68 89.42 88.98 90.00 90.34 90.37 90.37 89.57 90.54 89.96 90.06 89.14 88.63 88.21 87.83
269 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.92 89.75 89.24 89.88 89.89 90.24 90.42 89.30 89.53 88.98 88.80 90.28 90.30 88.55 89.13 90.33 90.41 89.18 89.61 90.52 90.21 89.64 88.79 88.07 87.83 89.12
270 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 88.50 88.42 90.42 90.62 91.96 88.06 89.18 90.68 88.56 90.54 88.08 90.26 89.09 89.96 89.32 89.25 90.83 89.55 90.59 89.65 89.17 88.44 88.82 88.26 89.10
271 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 90.29 89.69 90.49 89.78 87.79 89.80 87.54 88.77 88.46 90.35 89.39 89.14 91.26 88.51 89.27 88.75 89.95 89.97 89.98 90.01 89.13 89.49 88.49 89.23 89.50 89.66
276 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.69 88.77 88.82 90.63 90.12 90.12 88.82 89.53 90.56 89.18 89.64 90.47 89.28 89.64 88.88 89.43 89.67 89.72 89.76 88.78 88.22 89.85 88.65 88.91 89.14 90.90
277 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.19 90.12 88.16 89.67 90.51 88.86 89.02 88.75 89.72 88.41 89.48 90.43 90.38 88.01 88.96 90.08 90.03 88.52 89.87 89.81 89.62 91.08 89.80 89.91 89.26 88.54
278 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.15 88.29 89.51 90.40 89.25 90.21 89.23 90.48 90.68 89.77 90.67 90.04 88.97 90.05 89.26 90.20 90.37 89.57 89.86 90.15 88.93 89.62 88.89 88.34 89.32 89.38
279 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.21 89.66 89.43 90.88 89.20 90.24 89.31 89.75 89.34 90.78 89.01 90.00 90.01 88.88 88.72 89.33 90.19 89.20 89.71 90.12 89.97 91.25 90.72 89.95 89.42 90.35
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.59 88.92 89.56 90.34 89.17 91.44 91.10 91.21 90.09 89.73 89.47 88.98 90.59 88.13 89.27 90.65 89.10 89.89 90.72 90.33 90.92 90.66 89.99 89.73 89.01 91.03
285 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 90.35 89.06 86.67 90.29 87.84 89.02 90.21 90.39 90.52 89.08 89.30 91.22 90.09 90.01 89.96 89.31 90.17 89.21 88.93 88.76 89.67 89.38 87.72 90.02 90.25 89.60
286 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.82 89.03 88.51 88.78 88.91 89.91 88.66 88.51 89.90 89.80 90.03 89.40 89.98 88.47 89.13 90.29 89.38 89.43 90.43 89.90 90.54 90.43 89.57 90.06 88.65 87.81
287 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 90.14 88.41 89.08 88.87 89.98 89.48 89.32 88.94 90.23 89.13 89.83 91.31 88.69 88.71 89.06 88.64 90.77 89.28 90.25 88.37 89.90 90.06 87.60 88.40 90.22 90.33
292 372 48 0.01 8 0.00001 24 0.000000e+00 0.000000e+00 89.21 89.79 88.50 88.32 89.16 88.70 87.76 89.80 88.98 88.47 89.52 88.61 89.98 88.11 88.57 88.92 89.53 89.81 89.70 89.20 89.02 88.65 89.46 89.64 88.55 90.29
293 372 48 0.01 8 0.00001 24 0.000000e+00 1.000000e-08 88.40 90.71 90.02 88.69 90.02 89.50 90.64 88.89 89.52 89.41 89.82 90.64 89.97 87.67 90.26 89.82 89.59 89.39 90.85 89.46 89.06 89.59 89.34 90.16 88.62 88.84
294 372 48 0.01 8 0.00001 24 1.000000e-08 0.000000e+00 89.05 90.63 89.92 87.60 89.20 90.38 89.67 89.46 89.44 88.50 90.07 90.23 88.81 90.15 89.09 89.87 88.28 89.32 89.57 90.71 89.31 87.23 89.46 89.58 89.73 89.65
295 372 48 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 88.50 89.37 88.91 88.75 89.99 89.30 89.37 90.45 88.92 89.41 89.57 90.37 88.85 87.76 89.02 89.68 90.62 89.55 89.21 89.21 87.89 87.76 88.40 89.66 89.55 86.60
300 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.43 89.64 88.59 89.33 88.94 89.62 89.72 89.16 90.22 89.47 90.68 90.17 90.69 88.10 90.27 90.48 89.20 89.71 90.80 89.68 90.90 90.75 89.38 88.88 89.80 87.69
301 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.90 89.87 89.69 89.69 89.92 90.26 89.26 89.79 88.90 88.77 90.39 90.65 90.50 88.81 89.79 89.75 89.09 89.55 90.60 91.27 90.37 89.92 90.31 89.08 90.44 88.92
302 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.05 89.94 90.47 88.78 89.43 90.49 88.91 90.32 90.29 89.16 89.99 90.62 90.81 89.57 89.06 89.78 91.14 89.38 90.15 91.40 89.87 89.49 90.66 90.04 90.00 88.97
303 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.54 90.07 89.87 90.29 89.26 90.35 89.21 89.41 89.69 89.48 90.07 90.55 90.66 89.33 89.11 89.54 90.49 90.47 89.93 90.91 91.13 90.99 89.51 89.03 87.74 88.12
308 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.17 87.34 88.32 89.36 89.59 90.03 90.05 88.55 89.23 89.28 90.98 88.88 89.36 89.97 88.54 91.18 88.94 88.31 90.52 90.46 89.54 91.02 90.48 91.00 90.79 89.91
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.82 89.83 88.89 89.74 88.65 89.89 90.05 89.12 88.64 89.72 90.61 90.50 91.17 90.70 90.91 91.08 90.33 90.79 90.50 89.29 90.81 91.03 90.68 89.61 89.60 90.48
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.57 90.92 90.05 89.97 89.32 90.62 89.33 90.72 89.65 88.97 90.82 90.38 91.17 89.90 89.35 91.54 89.99 88.83 90.92 90.68 91.21 91.44 89.56 88.14 90.39 90.32
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.95 90.78 90.59 91.15 91.06 90.43 89.39 89.11 88.98 90.67 91.23 90.82 90.35 90.30 90.65 89.33 89.72 90.37 91.02 90.72 91.53 91.48 90.10 88.86 89.24 89.95
316 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.10 88.87 91.16 89.01 89.64 90.67 90.39 90.19 90.10 89.90 90.20 89.30 89.43 90.30 90.58 90.18 89.60 89.87 90.70 89.26 89.89 89.55 90.15 89.54 89.25 90.32
317 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.30 89.63 90.30 89.74 89.93 90.38 89.36 89.10 88.84 88.59 90.20 90.57 89.75 90.66 89.73 90.16 88.89 90.04 89.90 89.98 88.03 89.40 89.46 90.27 91.23 91.29
318 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.33 89.68 89.77 89.27 89.45 90.50 89.28 89.23 90.39 89.32 89.48 90.31 90.58 88.79 89.48 89.29 89.18 90.60 90.65 90.38 90.10 89.89 89.74 90.26 90.28 91.70
319 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.19 88.74 89.42 90.08 88.97 89.43 89.59 90.82 88.93 89.91 89.83 90.47 90.79 89.20 89.83 90.48 89.77 90.13 90.90 91.13 90.57 91.23 88.82 90.45 90.42 89.66
324 372 48 0.01 8 0.00001 36 0.000000e+00 0.000000e+00 88.23 89.40 89.69 89.47 89.62 89.29 88.55 90.18 88.85 88.38 89.68 89.88 90.36 89.54 88.24 90.66 89.79 89.12 90.40 89.84 88.03 88.12 88.74 88.41 88.30 87.85
325 372 48 0.01 8 0.00001 36 0.000000e+00 1.000000e-08 90.09 89.82 88.96 90.80 88.26 88.92 90.56 89.34 89.83 89.99 90.09 89.61 91.44 90.51 89.31 89.98 90.18 90.21 90.35 90.81 90.80 90.13 90.12 90.33 89.20 89.43
326 372 48 0.01 8 0.00001 36 1.000000e-08 0.000000e+00 89.60 89.34 90.02 90.31 88.49 91.09 91.15 89.84 89.72 88.92 90.34 89.33 89.73 89.85 89.19 89.29 90.33 91.09 88.98 90.37 89.83 88.88 89.90 89.14 88.91 88.97
327 372 48 0.01 8 0.00001 36 1.000000e-08 1.000000e-08 90.53 89.48 89.78 91.05 89.86 87.78 90.47 90.08 90.15 89.97 90.75 90.10 90.69 89.38 89.14 89.97 88.99 89.93 91.07 90.22 89.65 89.23 89.58 90.08 89.31 88.88
332 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.51 89.51 88.02 88.37 89.91 90.45 92.00 89.46 90.32 88.84 89.91 91.08 90.89 88.91 89.88 90.07 90.01 89.27 90.69 89.08 89.69 88.54 87.89 89.60 89.62 88.84
333 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.43 90.03 88.94 90.22 89.10 89.88 89.56 89.41 89.55 88.08 90.46 90.32 89.55 89.83 89.91 88.46 88.95 88.77 91.30 90.32 88.91 90.09 90.38 89.45 90.28 89.64
334 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.36 90.70 88.95 90.22 88.91 90.47 88.27 89.56 88.81 89.75 89.51 91.27 91.12 89.78 88.79 90.43 89.70 89.20 90.59 90.00 89.18 90.69 90.04 88.94 89.79 89.37
335 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.67 89.86 88.85 89.95 89.46 89.56 90.87 89.48 89.73 89.98 89.67 89.70 89.39 90.13 89.91 90.28 89.46 90.08 89.71 89.97 88.51 90.78 87.98 90.81 90.03 89.79
340 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.59 88.71 89.32 89.21 88.27 90.70 89.96 89.64 90.81 89.25 89.93 90.98 89.79 88.88 89.12 90.44 89.17 88.38 89.94 90.79 90.78 89.77 88.92 88.49 91.14 89.29
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 90.28 89.92 89.76 89.35 90.24 90.07 90.95 89.49 88.00 91.43 90.87 90.23 89.80 90.18 90.75 90.03 90.77 90.02 91.31 90.35 89.84 90.26 90.84 89.50 90.24
342 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.52 89.99 89.42 90.37 89.17 90.31 88.13 89.71 89.47 89.71 90.68 91.06 91.98 89.62 90.08 89.09 89.20 89.57 90.76 88.77 90.16 91.14 89.69 88.70 89.62 90.98
343 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.46 90.56 89.34 88.62 90.66 91.45 89.67 90.20 89.09 88.50 90.28 91.27 90.20 88.68 88.07 88.55 90.34 90.31 89.40 90.75 89.92 90.05 89.70 88.35 89.68 90.69
348 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 89.45 89.62 88.59 89.40 89.79 90.61 88.64 90.36 89.59 90.15 89.36 90.53 91.27 90.03 89.73 89.08 89.75 89.29 90.25 90.91 90.26 88.41 90.69 88.95 88.35 90.79
349 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.80 89.39 89.01 87.93 89.05 90.95 89.59 88.97 89.29 89.11 90.98 90.23 89.80 88.91 89.94 89.63 90.01 90.57 90.18 90.47 88.97 91.11 88.92 90.31 90.37 90.00
350 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.27 89.56 89.72 89.66 88.98 90.96 89.69 89.87 90.87 88.87 89.31 89.00 89.59 90.04 89.90 89.59 89.75 90.39 90.80 89.77 90.62 89.68 90.19 89.22 90.93 89.45
351 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.44 89.31 90.17 89.97 88.48 89.57 89.03 90.55 88.64 89.03 90.91 90.10 90.29 89.71 89.83 90.56 89.45 90.58 89.94 88.96 90.28 89.17 88.05 89.54 90.04 89.20
356 372 48 0.01 8 0.00001 48 0.000000e+00 0.000000e+00 87.47 90.13 89.62 89.62 90.40 89.44 90.65 88.09 89.24 87.82 90.15 88.98 87.59 87.47 88.54 90.74 88.29 89.10 89.78 88.79 89.35 89.31 86.88 89.39 88.21 89.02
357 372 48 0.01 8 0.00001 48 0.000000e+00 1.000000e-08 87.75 88.91 89.38 88.91 89.08 88.77 87.38 89.89 88.37 88.70 89.43 89.36 89.99 89.82 86.82 88.40 91.18 88.80 89.71 89.72 89.51 88.80 89.54 88.80 88.82 89.10
358 372 48 0.01 8 0.00001 48 1.000000e-08 0.000000e+00 88.97 89.43 89.96 90.54 88.56 88.69 89.35 89.41 90.28 89.23 89.02 89.95 89.59 88.78 88.66 90.52 88.97 89.63 89.42 90.09 88.67 89.45 89.01 90.04 88.31 89.74
359 372 48 0.01 8 0.00001 48 1.000000e-08 1.000000e-08 88.73 90.79 87.89 89.59 89.65 90.50 89.41 88.84 88.03 89.62 89.97 89.87 90.97 88.94 89.02 89.45 89.80 90.34 89.65 89.02 90.08 89.05 89.47 89.08 90.15 88.37
364 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.09 89.56 88.25 89.23 89.33 88.76 89.06 89.50 88.83 88.71 90.53 89.45 90.96 89.17 88.04 90.03 89.29 90.95 89.96 90.06 89.03 90.02 88.91 89.18 87.22 90.24
365 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.20 90.16 90.07 89.62 88.18 90.03 90.36 88.75 89.55 88.70 88.53 90.44 89.81 88.55 89.99 89.15 88.66 89.36 91.17 90.55 88.52 89.42 88.58 90.68 89.89 87.81
366 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.32 91.19 89.90 88.84 91.12 89.65 89.71 90.68 90.11 89.65 89.95 90.02 88.97 88.69 90.12 90.24 90.06 89.03 90.72 92.23 89.48 89.69 88.34 89.38 90.06 88.40
367 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.26 91.15 89.65 90.87 89.56 90.09 89.48 88.95 88.53 89.26 89.83 89.39 90.15 89.46 90.18 90.22 89.43 87.79 89.95 89.96 90.05 89.79 88.46 88.69 88.10 88.63
372 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.68 89.64 88.95 90.18 88.69 90.21 88.91 89.10 90.87 88.35 89.81 91.54 90.03 89.16 89.60 89.73 89.01 89.61 90.20 89.85 89.64 90.26 89.65 88.63 89.56 88.53
373 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 90.18 90.24 88.60 88.94 88.11 89.92 87.65 90.28 89.60 88.71 89.91 89.98 91.63 89.78 89.20 90.30 90.21 89.99 91.06 90.30 90.16 90.06 88.71 90.33 89.24 89.43
374 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.23 88.74 88.76 89.67 88.42 90.72 89.40 92.21 88.80 89.35 90.52 90.28 89.48 88.95 89.20 89.65 90.87 88.76 88.80 90.81 88.66 87.33 89.56 89.83 89.87 90.19
375 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.40 88.66 90.21 90.70 90.08 90.65 88.40 89.63 88.52 89.87 88.23 88.77 89.24 90.78 89.84 89.92 89.72 89.88 89.91 90.10 88.45 90.05 89.90 89.26 89.20 88.43
380 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.63 90.88 88.02 86.45 89.09 88.66 88.46 89.46 88.97 89.91 89.70 89.95 90.32 89.54 89.99 90.07 90.10 91.64 88.65 91.11 90.40 90.44 89.79 90.68 88.92 90.08
381 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 90.47 87.26 89.60 89.61 87.84 90.16 87.49 90.34 88.25 89.08 89.39 90.86 90.29 89.31 89.64 90.31 89.99 90.29 89.61 89.83 87.41 88.64 88.84 88.87 88.75 89.62
382 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.25 91.12 88.73 88.98 88.74 90.04 90.71 89.59 89.50 89.45 89.90 90.05 90.12 88.81 89.50 90.97 88.67 89.47 89.91 89.87 90.26 91.48 90.54 88.71 89.60 88.92
383 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.11 89.24 89.04 89.36 88.23 90.09 87.76 88.80 88.56 90.16 90.30 91.33 90.01 90.46 90.78 89.68 91.21 89.35 89.44 89.88 89.03 91.65 89.22 89.22 89.89 88.81


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 48 0.10 8 0.00100 24 0.000000e+00 0.000000e+00 87.30 91.75 91.42 79.62 90.67 92.91 91.52 91.22 92.81 89.54 90.01 90.86 88.00 85.37 90.77 86.86 90.01 88.28 93.80 90.11 87.78 89.83 87.03 88.37 90.93 89.66
5 372 48 0.10 8 0.00100 24 0.000000e+00 1.000000e-08 88.92 90.26 91.18 89.72 94.16 91.22 90.66 92.61 93.68 93.15 90.27 91.82 90.19 91.73 92.95 92.69 49.17 90.85 92.66 92.89 92.29 91.66 93.09 93.36 92.36 93.55
6 372 48 0.10 8 0.00100 24 1.000000e-08 0.000000e+00 91.86 91.79 90.94 93.05 91.28 92.63 93.13 92.68 92.77 91.93 92.71 92.56 92.55 93.57 91.47 91.96 92.40 92.67 90.70 92.80 90.62 91.66 92.42 91.78 91.94 92.10
7 372 48 0.10 8 0.00100 24 1.000000e-08 1.000000e-08 90.42 93.19 94.30 91.82 92.81 92.46 92.54 92.54 90.91 91.50 91.65 92.38 92.77 93.20 92.93 92.58 94.23 92.53 92.62 94.00 93.70 92.96 91.78 91.38 92.91 92.65
12 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 92.85 91.33 94.15 92.16 91.42 92.47 92.68 92.56 90.02 91.38 92.56 92.67 93.26 92.13 93.11 93.35 92.88 93.31 93.20 91.35 94.05 92.43 93.29 93.45 92.38 92.29
13 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.19 91.34 93.25 91.38 93.72 91.92 91.59 91.79 91.15 92.52 91.73 92.76 91.16 92.25 90.04 92.65 92.73 90.75 91.18 93.17 94.25 93.06 93.56 91.75 92.70 92.24
14 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 88.61 93.39 92.65 90.10 92.17 91.02 93.87 91.14 91.29 92.53 92.08 92.18 91.90 93.46 92.13 91.23 49.17 94.70 93.84 90.91 92.52 92.55 93.05 93.10 92.44 92.13
15 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.46 92.93 94.35 92.16 93.28 90.95 90.98 92.08 91.27 91.10 92.78 92.06 92.61 92.42 93.30 93.35 93.91 89.15 93.29 93.33 93.09 93.31 92.11 92.90 92.99 91.29
20 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 93.91 91.22 92.84 93.41 92.24 91.26 93.93 92.42 91.95 91.46 93.06 90.43 92.25 90.75 90.58 92.34 94.18 92.96 92.92 92.12 94.13 92.84 93.54 93.02 91.59 93.11
21 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.76 93.80 93.36 93.26 92.97 91.99 93.44 92.59 91.45 93.77 92.61 92.55 91.16 92.96 90.85 93.76 93.25 93.05 92.65 93.14 93.07 92.65 93.23 92.31 93.02 90.95
22 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.62 91.39 91.66 93.52 93.01 92.26 91.11 93.92 93.05 91.73 92.93 92.78 93.12 91.93 93.80 94.36 92.24 91.19 94.52 91.52 94.30 93.09 93.10 92.36 91.07 94.05
23 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.75 93.15 49.17 91.67 94.98 92.52 91.23 93.21 92.21 93.35 90.47 91.82 91.56 92.52 94.00 91.87 92.41 93.08 92.84 93.64 93.89 94.35 93.66 93.04 92.24 91.77
28 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.87 92.63 92.76 92.30 90.56 90.56 92.80 91.43 92.28 93.56 90.67 90.71 93.99 91.76 92.95 91.35 92.53 89.44 91.96 91.17 91.99 92.57 92.72 91.30 93.37 90.58
29 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 92.12 92.23 92.16 92.62 93.94 90.57 92.64 90.68 93.28 93.83 93.10 92.37 93.55 92.32 93.62 93.88 92.33 92.86 94.53 94.01 93.35 93.05 91.73 93.47 92.44 92.89
30 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.72 93.00 92.61 92.10 91.98 92.83 91.52 90.83 93.43 92.88 92.89 91.27 92.09 94.46 91.11 92.97 91.98 92.84 93.03 92.05 91.31 94.03 93.89 93.13 92.90 92.09
31 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 94.55 93.23 92.50 92.10 93.24 91.59 92.08 92.51 93.09 94.14 93.20 91.37 93.53 93.49 92.57 94.00 93.77 94.27 92.88 92.25 93.19 93.44 93.17 94.17 92.81 92.12
36 372 48 0.10 8 0.00100 36 0.000000e+00 0.000000e+00 89.66 82.15 87.12 91.33 90.21 90.54 92.67 93.03 92.02 91.36 93.28 93.82 90.26 92.99 91.68 90.68 92.81 92.30 92.97 91.69 92.01 92.28 91.23 88.55 90.30 87.78
37 372 48 0.10 8 0.00100 36 0.000000e+00 1.000000e-08 91.07 91.56 91.85 93.70 92.83 91.81 92.92 92.88 90.76 93.55 92.35 92.41 91.44 94.12 91.64 92.06 92.46 89.58 92.29 92.84 93.14 93.01 89.67 93.92 93.78 90.42
38 372 48 0.10 8 0.00100 36 1.000000e-08 0.000000e+00 92.97 92.42 90.65 90.15 90.75 93.86 92.55 93.23 92.81 93.61 91.51 91.75 91.16 92.70 92.91 92.86 94.10 94.45 92.48 90.94 92.34 94.41 92.89 92.65 93.37 92.83
39 372 48 0.10 8 0.00100 36 1.000000e-08 1.000000e-08 89.65 91.01 90.03 89.47 90.80 90.78 88.35 92.89 92.71 90.08 88.69 91.66 90.81 91.06 91.08 90.18 91.52 91.97 90.70 91.98 93.16 90.91 93.91 90.86 90.91 49.17
44 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 93.97 92.74 92.85 91.00 92.26 90.89 91.47 92.37 91.72 93.08 91.92 92.70 92.72 92.09 91.31 93.06 93.41 92.96 91.07 91.83 92.84 92.31 93.71 92.44 92.18 93.40
45 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 92.27 92.49 92.89 92.25 92.30 91.29 89.83 89.92 92.72 92.26 93.61 92.20 90.88 91.67 92.47 91.75 92.24 93.14 93.42 90.00 93.45 93.63 92.32 91.96 92.69 90.76
46 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.20 92.21 92.82 92.86 91.84 91.20 92.06 93.01 91.23 91.76 91.71 92.37 92.46 91.70 91.30 90.85 91.91 93.59 92.48 92.68 93.82 92.91 93.30 92.40 92.42 93.20
47 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.35 94.61 93.41 91.63 91.71 92.66 90.96 92.52 92.72 93.01 92.66 92.83 94.21 90.82 93.80 91.11 92.45 91.61 92.74 93.99 92.97 90.88 93.10 92.52 93.50 92.28
52 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 91.70 91.28 93.80 92.85 92.72 91.59 90.39 91.80 92.78 91.91 92.86 91.69 92.76 92.69 91.15 92.19 92.60 91.37 92.74 91.60 92.69 94.02 94.05 91.48 94.31 91.24
53 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.22 91.69 93.23 93.38 92.16 92.92 92.31 91.98 91.26 92.46 91.50 94.11 93.38 92.68 92.23 93.43 92.58 92.75 91.03 91.43 93.49 93.13 93.21 93.36 92.05 91.87
54 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.40 93.16 91.92 93.84 93.97 90.81 92.11 92.56 92.03 92.46 92.11 92.39 92.67 92.11 90.98 93.28 93.17 94.25 91.57 92.01 93.42 93.68 92.49 90.86 93.07 91.81
55 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 93.49 91.44 92.55 93.58 92.65 90.81 91.59 91.21 91.82 92.54 92.60 91.94 91.08 92.65 92.11 93.07 91.69 91.98 92.11 91.06 94.51 91.83 93.54 92.83 92.68 93.67
60 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 93.78 91.60 91.34 91.73 94.15 91.51 92.90 93.02 93.22 93.36 92.38 93.09 92.45 91.93 91.95 92.77 92.28 91.66 93.12 92.38 94.19 93.96 93.68 91.23 93.28 93.35
61 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 92.67 91.65 93.47 92.85 93.29 91.51 91.74 91.67 92.98 91.34 91.35 91.15 92.63 93.13 91.89 93.37 92.81 91.97 93.64 93.51 93.59 93.56 93.54 92.82 94.16 92.81
62 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.60 92.43 93.29 93.26 91.86 92.20 91.26 95.71 92.31 92.16 91.13 91.85 92.23 92.98 92.18 93.62 92.02 92.63 93.04 93.37 92.21 94.01 94.53 92.13 93.05 91.96
63 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.99 91.97 91.95 91.06 91.83 92.20 91.86 92.09 93.71 91.41 92.24 92.65 94.19 90.12 93.14 94.17 92.91 92.16 91.48 92.23 93.51 93.57 92.86 93.30 92.20 92.46
68 372 48 0.10 8 0.00100 48 0.000000e+00 0.000000e+00 91.16 89.78 90.28 88.75 90.14 91.78 90.65 90.52 91.07 93.33 93.15 90.45 92.10 92.09 91.11 91.73 91.98 91.67 90.92 93.79 91.77 90.88 91.89 85.46 91.16 89.91
69 372 48 0.10 8 0.00100 48 0.000000e+00 1.000000e-08 92.10 94.46 91.26 91.22 91.50 94.01 92.44 92.27 94.05 93.52 91.41 92.19 92.02 93.25 91.32 91.24 93.41 91.36 92.67 92.74 92.40 93.27 92.28 93.14 93.06 94.11
70 372 48 0.10 8 0.00100 48 1.000000e-08 0.000000e+00 93.14 91.74 90.97 92.03 92.07 93.25 93.44 94.07 92.97 93.25 92.83 92.82 91.04 94.19 93.81 92.70 92.78 93.24 93.33 93.10 93.06 93.74 92.95 93.28 90.88 92.92
71 372 48 0.10 8 0.00100 48 1.000000e-08 1.000000e-08 92.26 93.58 92.11 91.38 91.01 93.51 92.76 93.71 91.98 91.04 93.92 93.65 92.28 92.61 92.21 90.32 91.68 93.44 92.07 93.59 93.11 94.00 91.45 92.97 92.97 91.95
76 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 92.00 91.45 92.46 91.84 91.33 91.17 93.83 91.70 91.66 91.14 91.92 91.94 90.59 92.22 92.29 92.24 91.79 91.67 93.22 92.32 90.98 91.44 93.10 92.08 91.64 92.56
77 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 94.24 89.24 92.70 91.95 91.36 89.54 92.60 92.10 90.86 92.85 90.98 91.61 91.91 92.09 90.49 92.07 91.80 90.52 91.42 90.95 93.01 93.29 91.85 91.77 92.44 92.21
78 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 93.23 91.78 91.58 90.86 92.82 89.81 92.01 91.29 92.78 91.40 92.97 90.32 91.18 92.64 92.62 92.72 91.45 92.24 93.92 91.83 94.17 92.40 94.29 92.78 93.60 91.53
79 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 92.52 92.03 93.46 92.50 93.86 90.79 91.38 91.43 91.83 91.66 92.96 91.03 90.34 90.58 49.17 92.28 91.75 93.45 92.95 92.66 93.75 92.16 93.87 92.25 92.62 93.38
84 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.87 92.16 93.32 93.30 90.46 91.31 90.44 89.56 90.98 93.17 92.50 93.98 90.26 92.92 91.15 92.28 91.83 90.14 92.37 92.01 93.00 93.91 90.94 90.97 92.57 91.60
85 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 92.87 91.71 91.33 92.45 91.82 90.04 93.73 92.17 92.51 91.81 91.98 91.53 95.03 91.64 92.26 93.35 91.58 90.08 93.30 92.57 92.82 93.56 91.92 92.26 92.94 92.68
86 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 92.24 89.99 91.56 92.02 92.23 90.61 91.51 91.56 93.48 90.85 92.47 92.13 92.17 91.42 93.35 92.10 91.84 91.45 91.73 91.91 91.69 94.08 49.17 91.59 92.30 91.41
87 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.61 90.69 91.46 93.18 91.30 90.75 90.66 92.78 90.48 91.92 93.42 89.47 92.69 93.19 90.72 90.57 90.28 92.01 92.17 91.28 93.23 92.46 93.23 92.64 91.85 90.84
92 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.48 93.48 93.33 91.96 92.71 91.27 90.68 91.68 91.96 93.71 90.93 90.97 92.60 91.55 93.71 93.04 92.31 90.18 91.93 91.68 92.71 92.21 92.65 92.11 93.10 92.56
93 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 91.65 91.16 91.02 92.01 92.68 93.06 91.87 91.78 91.78 92.43 92.65 91.61 91.18 91.31 49.17 93.23 91.74 92.36 92.09 92.65 93.66 90.69 92.18 93.26 91.90 91.83
94 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.22 91.36 89.98 91.65 93.14 90.52 91.79 92.95 92.91 89.77 92.80 91.86 93.58 93.50 91.07 93.35 94.09 92.81 91.73 92.75 93.83 93.51 91.65 92.24 91.51 90.46
95 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 92.35 92.52 92.66 93.40 92.86 91.95 94.15 90.87 92.76 89.19 89.55 91.11 92.72 92.94 90.71 90.80 92.94 93.43 93.13 91.55 94.10 92.62 91.35 91.21 92.93 92.32
100 372 48 0.10 8 0.00001 24 0.000000e+00 0.000000e+00 88.35 86.23 87.05 85.25 87.12 91.26 88.32 88.15 89.91 89.81 90.72 90.09 91.53 90.85 85.51 90.11 89.14 76.70 91.12 90.53 90.88 86.36 89.49 84.21 90.60 89.83
101 372 48 0.10 8 0.00001 24 0.000000e+00 1.000000e-08 90.92 89.65 92.33 92.92 92.86 91.88 91.09 91.93 93.30 92.52 92.34 90.28 90.35 91.83 92.42 93.18 93.00 89.00 92.41 92.10 92.58 94.07 92.59 92.97 93.07 93.12
102 372 48 0.10 8 0.00001 24 1.000000e-08 0.000000e+00 88.58 94.17 91.90 93.07 91.84 90.70 93.60 92.71 92.58 92.94 94.59 91.38 91.94 92.60 93.19 93.06 91.84 92.48 93.33 92.97 94.72 93.82 92.91 90.86 92.95 93.43
103 372 48 0.10 8 0.00001 24 1.000000e-08 1.000000e-08 91.39 90.39 92.22 91.33 91.12 90.30 91.26 92.21 92.03 91.43 91.56 90.39 89.02 92.02 91.58 91.66 89.59 88.90 91.64 91.87 90.25 92.42 91.82 92.31 92.37 91.14
108 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.82 93.05 91.45 91.38 93.96 93.26 93.54 92.91 92.05 93.09 91.22 91.85 92.07 92.60 92.10 92.82 92.94 91.27 91.91 91.92 92.99 92.49 94.43 92.61 93.51 92.90
109 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 94.12 90.63 92.68 92.85 92.18 91.12 91.53 92.17 92.34 93.11 92.60 91.69 92.52 94.84 92.01 93.45 91.95 93.31 91.76 92.03 91.93 92.95 92.26 92.91 93.59 93.13
110 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.86 94.07 94.57 93.27 93.01 90.87 91.55 92.04 91.94 92.37 94.55 91.81 92.11 93.57 91.75 92.38 91.94 92.48 92.88 93.44 93.01 94.26 93.44 94.01 93.32 93.46
111 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 92.98 93.70 92.59 92.74 91.65 91.04 93.31 93.08 92.74 91.56 92.32 91.77 93.43 92.15 92.24 93.67 91.94 92.26 93.07 93.16 93.51 94.71 93.44 92.77 93.27 92.95
116 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 91.48 93.54 94.45 91.91 93.46 92.99 90.68 91.91 91.27 91.30 93.02 91.42 90.74 94.43 91.49 91.87 93.34 91.30 91.19 93.06 94.84 93.60 93.16 92.71 92.24 91.97
117 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 94.19 90.82 91.87 92.85 92.45 91.92 91.90 93.48 92.83 93.56 93.13 92.33 92.09 92.38 91.54 92.63 95.24 92.10 92.70 91.77 95.10 93.02 93.66 92.21 93.84 91.37
118 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.44 93.88 92.56 92.30 91.66 90.47 94.28 93.85 90.54 92.89 93.41 90.96 92.97 93.66 91.84 92.78 91.83 91.64 93.77 91.75 93.01 92.78 93.53 92.64 94.35 92.67
119 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.54 92.80 93.15 91.02 93.19 91.79 91.82 91.13 93.59 93.58 93.05 93.02 92.46 92.93 92.89 92.84 94.95 94.88 92.85 92.11 93.74 93.26 93.44 93.17 94.46 92.72
124 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 91.46 92.30 93.42 91.64 93.94 91.81 93.51 91.81 91.02 91.73 93.55 92.41 93.47 92.67 91.39 93.19 92.34 92.91 93.53 91.64 93.47 92.42 91.94 93.04 92.00 93.35
125 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 94.01 92.75 91.72 92.02 92.36 92.60 93.20 92.97 92.33 92.78 92.93 92.89 92.26 92.94 92.80 92.33 93.53 91.15 93.38 92.34 94.20 93.12 92.51 92.88 94.10 92.74
126 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 93.23 93.25 94.29 92.20 92.21 91.87 92.80 93.82 92.60 92.12 91.31 92.10 94.25 93.70 93.43 92.31 92.20 94.30 91.81 92.41 93.71 93.75 93.39 91.70 92.28 92.99
127 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.81 92.78 94.93 91.86 93.11 91.05 91.46 92.06 92.90 92.65 92.14 92.58 91.94 92.53 91.36 91.66 92.26 92.99 92.79 92.78 94.23 93.01 94.19 93.37 92.37 91.51
132 372 48 0.10 8 0.00001 36 0.000000e+00 0.000000e+00 90.34 86.94 84.11 85.87 90.19 92.62 92.73 89.59 90.98 91.10 91.26 91.41 92.23 89.68 81.49 90.63 90.93 91.30 93.51 91.75 85.75 91.63 90.71 86.08 91.78 90.14
133 372 48 0.10 8 0.00001 36 0.000000e+00 1.000000e-08 92.44 92.41 93.72 92.34 91.81 90.65 92.51 92.91 92.37 91.78 93.31 91.79 92.34 94.09 93.52 92.34 93.13 92.58 92.86 94.05 92.37 93.50 92.99 91.43 91.83 91.28
134 372 48 0.10 8 0.00001 36 1.000000e-08 0.000000e+00 91.80 90.85 92.05 90.90 93.71 92.77 89.45 89.77 92.29 91.63 90.99 91.50 93.88 92.66 91.30 92.68 92.38 92.51 93.35 91.93 92.10 92.94 92.48 91.77 92.83 92.69
135 372 48 0.10 8 0.00001 36 1.000000e-08 1.000000e-08 91.95 91.38 91.40 92.64 92.27 93.57 93.08 93.32 93.37 92.41 90.13 90.77 91.53 92.29 91.77 92.63 93.80 93.21 92.96 92.44 94.51 93.25 93.54 93.22 93.60 91.55
140 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.59 92.99 93.99 92.32 92.88 91.03 91.70 92.48 92.46 91.46 91.32 91.33 91.85 93.04 92.77 92.85 94.58 92.28 91.29 92.29 93.22 93.82 91.80 93.69 92.05 93.51
141 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 92.03 90.99 93.41 91.60 92.80 93.11 92.72 92.73 92.17 92.68 91.93 91.95 92.62 91.54 93.13 92.62 94.26 92.38 94.17 92.98 93.45 92.86 93.94 91.37 91.40 92.99
142 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.68 92.96 92.81 92.72 92.64 89.94 90.96 93.18 91.20 90.41 92.78 91.60 93.66 90.55 92.53 91.17 92.30 91.99 93.23 91.35 95.10 93.99 95.63 92.93 92.82 93.20
143 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 93.14 94.44 91.64 92.10 94.42 91.26 91.83 92.73 91.61 91.23 91.09 92.75 92.12 90.64 92.43 94.29 92.47 92.90 94.29 89.73 94.44 93.41 92.07 91.69 93.14 93.29
148 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.54 49.17 91.86 90.48 92.96 92.07 93.15 91.80 91.88 92.86 92.65 89.63 93.10 92.44 93.09 92.24 93.61 93.20 92.40 90.46 92.55 92.40 92.22 93.75 92.58 91.35
149 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.14 91.20 93.84 92.83 92.87 92.12 91.09 92.75 94.04 90.47 92.09 93.33 93.54 93.62 92.20 92.53 93.30 92.89 93.55 93.30 93.88 92.94 94.95 92.41 92.58 93.33
150 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 93.69 92.23 93.14 92.03 91.62 91.30 93.08 91.78 92.95 93.29 92.59 90.45 93.00 93.58 91.29 92.68 92.49 94.81 93.16 92.33 94.85 93.26 92.97 92.99 93.02 90.83
151 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 94.20 91.86 93.51 92.19 93.63 91.63 93.19 93.29 91.04 91.54 92.20 90.83 93.59 92.56 91.22 91.87 92.67 93.22 92.74 93.04 93.15 91.98 93.57 91.26 93.15 92.74
156 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 92.52 92.52 92.53 92.73 90.25 89.52 90.85 89.28 92.85 92.48 92.66 93.37 90.93 94.28 92.59 92.86 91.21 91.97 91.94 91.52 92.18 92.36 93.04 92.47 91.97 91.20
157 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.86 92.57 94.04 93.29 94.49 91.60 91.90 92.59 92.89 93.14 92.40 91.63 92.87 95.16 94.01 92.72 92.73 93.76 93.45 92.49 95.06 94.69 94.22 93.16 92.79 92.02
158 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.57 92.12 94.19 92.93 92.80 93.41 92.44 92.50 94.23 90.85 91.61 92.08 93.11 91.07 92.71 91.48 94.41 92.39 93.78 91.07 94.60 93.41 92.87 93.26 94.36 92.96
159 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 92.67 91.00 93.05 92.02 93.80 91.76 91.40 90.57 91.32 91.56 92.86 89.74 94.06 93.90 92.70 91.38 92.50 94.17 91.63 92.87 93.97 92.38 93.34 91.26 92.41 91.38
164 372 48 0.10 8 0.00001 48 0.000000e+00 0.000000e+00 89.43 93.68 88.97 89.94 89.67 89.94 92.14 93.20 91.43 92.66 92.23 91.71 90.86 92.34 91.52 91.96 91.03 91.79 92.95 91.72 91.77 89.13 91.17 92.07 92.04 91.55
165 372 48 0.10 8 0.00001 48 0.000000e+00 1.000000e-08 93.26 93.01 92.84 91.54 92.47 92.75 93.01 94.29 93.66 93.93 91.79 91.82 92.28 91.49 92.42 93.09 92.77 94.54 92.45 93.14 93.08 92.79 93.80 93.16 92.99 94.04
166 372 48 0.10 8 0.00001 48 1.000000e-08 0.000000e+00 89.89 90.71 93.46 89.31 90.38 90.09 92.72 92.79 89.35 92.35 91.26 90.18 91.89 92.02 92.06 90.28 92.27 91.35 91.51 89.85 93.59 93.14 92.36 91.90 92.00 92.51
167 372 48 0.10 8 0.00001 48 1.000000e-08 1.000000e-08 92.82 92.74 93.28 93.32 91.89 92.04 93.17 93.21 93.45 93.39 93.01 92.51 92.65 93.95 93.68 92.33 93.45 92.37 94.86 93.39 92.99 93.75 91.60 92.42 92.57 91.67
172 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.21 90.46 91.74 92.81 93.34 92.18 93.73 90.91 92.54 94.41 92.46 92.89 92.88 91.34 90.33 89.58 92.51 92.63 91.72 92.22 92.71 92.03 92.55 91.96 93.15 92.25
173 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 93.06 91.39 91.73 92.59 93.11 93.14 93.07 92.04 90.60 91.18 93.31 90.82 91.86 91.65 92.34 93.49 91.99 90.07 91.47 90.30 92.58 94.18 91.78 92.41 90.93 90.76
174 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 92.07 93.69 94.21 94.29 93.05 92.16 92.81 93.05 91.96 94.21 91.66 89.60 90.83 92.16 91.40 90.71 92.08 92.89 93.61 92.00 93.46 93.83 92.78 92.66 92.56 93.95
175 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 91.52 93.49 92.74 91.65 93.50 90.05 92.35 92.37 91.97 93.91 92.69 91.78 94.36 93.86 91.62 91.70 93.04 94.58 91.84 92.11 94.09 93.20 94.16 92.53 91.63 90.71
180 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 92.36 92.48 89.58 92.44 92.79 93.32 92.22 91.87 93.37 91.46 93.70 90.55 93.63 92.26 91.25 92.52 92.62 91.91 93.36 91.41 91.75 91.88 94.15 92.40 93.51 92.17
181 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 91.35 91.26 88.59 92.56 92.80 92.58 89.53 92.83 92.25 92.85 92.23 91.00 91.94 92.11 92.56 91.12 92.20 93.34 90.35 92.54 91.65 93.84 92.89 93.10 92.33 91.72
182 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 90.99 91.68 92.13 91.85 91.80 92.16 93.09 91.96 91.25 91.04 93.67 90.22 91.56 92.04 90.68 94.83 92.88 91.05 91.66 93.30 92.24 93.24 93.18 92.01 93.06 91.70
183 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 91.36 92.06 90.44 91.44 91.47 91.82 92.58 93.00 91.81 92.62 92.44 91.12 90.70 91.57 92.19 91.56 93.34 93.45 92.55 92.37 94.12 93.21 92.54 92.74 90.30 91.32
188 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.61 94.45 92.74 92.14 91.08 92.44 91.62 91.26 93.16 91.93 89.46 94.59 93.86 90.99 91.81 91.66 92.89 93.45 91.76 92.28 92.60 94.23 90.32 90.56 91.17 92.30
189 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 92.19 91.22 94.35 90.12 90.68 90.90 92.86 92.23 92.65 91.72 93.38 92.30 93.03 92.38 94.37 92.93 94.03 91.90 92.08 92.63 93.67 93.63 92.41 93.06 91.97 91.53
190 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 93.90 91.62 91.49 92.19 89.77 91.42 93.84 90.91 92.82 92.05 91.00 92.34 90.97 95.65 91.33 90.76 92.92 90.94 92.23 91.61 93.08 92.98 92.83 93.47 92.85 90.87
191 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 91.84 91.79 90.33 90.97 93.97 92.22 90.79 93.42 93.38 93.44 93.09 92.58 92.73 89.70 91.74 93.36 91.08 93.05 92.73 92.43 94.80 92.56 93.00 91.20 93.56 92.69
196 372 48 0.01 8 0.00100 24 0.000000e+00 0.000000e+00 90.39 92.36 92.12 89.98 90.67 91.39 91.19 89.69 90.84 92.14 90.67 89.48 92.48 91.80 90.74 92.63 92.47 91.72 90.58 90.59 93.35 90.92 92.29 93.73 92.56 90.43
197 372 48 0.01 8 0.00100 24 0.000000e+00 1.000000e-08 88.03 92.77 91.02 89.21 90.34 91.48 90.80 89.57 91.57 94.00 91.54 90.74 88.71 91.20 90.17 90.63 91.60 89.06 91.52 91.23 93.10 90.20 91.87 91.20 91.07 91.62
198 372 48 0.01 8 0.00100 24 1.000000e-08 0.000000e+00 92.38 92.99 90.28 91.65 92.06 90.91 90.21 91.10 91.26 91.11 89.87 90.37 92.55 92.47 89.59 90.30 92.31 91.92 91.80 91.08 93.39 92.59 91.98 91.33 90.72 92.57
199 372 48 0.01 8 0.00100 24 1.000000e-08 1.000000e-08 91.18 91.19 91.14 90.68 92.52 90.93 90.48 91.70 90.69 89.61 90.98 92.80 89.42 90.14 88.33 92.06 90.35 90.37 92.15 89.57 91.74 91.23 91.11 89.55 91.98 87.90
204 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 93.49 92.56 91.94 92.17 90.85 91.29 91.36 90.01 93.67 93.43 90.86 88.09 91.14 91.96 91.99 92.90 93.24 93.07 91.07 92.22 91.91 91.82 92.83 90.76 91.63 91.11
205 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.29 92.05 90.75 90.61 91.54 90.01 89.17 91.80 90.14 92.34 91.82 89.12 89.77 91.47 90.69 93.68 91.66 90.30 91.94 90.70 93.97 90.40 91.42 90.66 92.68 91.14
206 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.68 87.30 91.66 90.64 92.47 92.26 92.05 90.78 90.56 91.43 91.57 90.75 90.13 90.47 90.10 91.86 91.43 92.37 93.13 90.93 92.47 91.81 92.79 91.58 91.62 91.38
207 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.71 93.76 90.75 92.58 89.64 90.24 90.49 91.41 91.08 91.76 92.46 89.73 89.58 92.86 90.04 90.79 90.35 90.27 91.60 88.75 93.00 91.95 91.37 91.23 93.38 90.78
212 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 93.34 92.48 91.71 92.08 91.96 88.88 92.92 88.74 90.44 92.57 91.53 92.90 90.94 90.53 91.12 93.65 93.29 92.63 91.13 91.82 91.40 90.05 93.39 90.75 92.64 92.76
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.83 90.12 89.95 90.06 92.28 89.34 90.30 91.27 92.29 90.51 92.55 92.54 90.95 91.48 89.99 91.64 93.01 92.33 93.47 92.33 92.80 92.67 92.97 92.69 93.84 91.77
214 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.74 92.13 91.55 91.55 90.90 92.13 89.70 92.75 90.20 90.48 92.51 90.32 91.38 92.87 90.18 92.27 93.97 92.84 93.08 90.85 93.06 91.36 92.08 91.37 91.34 92.11
215 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.25 91.03 92.63 90.52 92.37 92.38 91.46 92.77 90.97 92.24 91.77 91.11 91.11 90.07 90.84 90.32 92.31 89.48 92.94 92.58 93.23 92.79 93.08 93.52 93.50 92.66
220 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 92.93 93.26 91.56 90.93 90.30 89.83 91.16 89.99 92.34 92.53 90.20 90.42 92.54 90.77 92.65 93.23 92.23 93.73 93.69 92.07 91.71 94.95 93.63 92.73 87.97
221 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.20 91.83 91.10 91.00 91.27 90.05 91.95 91.97 91.42 92.07 87.87 90.80 89.80 89.85 92.05 89.57 90.60 90.18 91.89 92.99 92.44 92.33 93.29 92.84 92.27 92.22
222 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 93.07 91.80 91.94 90.73 90.00 91.25 91.83 92.15 93.91 92.54 92.16 90.35 91.51 93.72 90.82 91.75 92.02 91.19 93.38 92.71 93.31 92.52 93.79 93.47 91.96 93.23
223 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 92.64 92.74 93.29 91.96 91.54 91.63 91.59 91.44 94.04 92.14 91.70 91.60 92.03 92.02 90.98 91.73 92.52 93.77 93.63 92.74 93.73 92.66 92.44 92.21 93.20 91.74
228 372 48 0.01 8 0.00100 36 0.000000e+00 0.000000e+00 89.12 90.93 92.69 90.36 89.45 90.98 91.73 90.12 89.72 91.41 92.28 89.49 89.71 90.84 90.74 89.07 92.52 90.52 90.62 90.50 91.18 90.12 91.63 92.13 90.41 89.89
229 372 48 0.01 8 0.00100 36 0.000000e+00 1.000000e-08 88.94 91.94 90.97 90.80 88.22 90.74 89.10 89.32 90.60 91.72 90.39 90.36 89.55 91.31 90.42 92.03 89.87 92.02 89.58 89.62 91.94 91.25 92.20 89.71 93.13 89.29
230 372 48 0.01 8 0.00100 36 1.000000e-08 0.000000e+00 88.74 91.33 93.10 89.92 91.38 91.04 91.63 90.55 90.41 90.30 91.25 92.23 92.82 90.50 90.30 92.33 90.38 93.57 91.85 89.12 92.59 92.31 91.44 91.89 93.16 89.33
231 372 48 0.01 8 0.00100 36 1.000000e-08 1.000000e-08 92.02 92.05 90.86 91.87 92.58 88.73 93.44 89.56 91.20 92.64 90.11 89.37 92.85 90.88 91.92 91.84 91.20 92.44 92.28 91.83 91.68 92.70 93.32 91.68 92.49 92.67
236 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 91.00 89.95 90.80 91.02 90.79 90.09 92.41 91.61 91.09 92.14 90.56 89.10 89.79 90.81 89.81 91.72 92.59 90.59 91.10 88.57 91.38 91.02 92.12 91.80 92.66 90.88
237 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.64 90.58 88.58 91.89 92.30 91.02 89.77 90.39 93.33 90.88 89.00 89.49 90.27 92.80 90.41 90.37 90.58 93.49 93.00 91.30 91.83 93.51 92.82 91.86 91.02 91.50
238 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.02 91.86 89.45 92.25 91.88 92.77 90.67 92.10 92.26 92.44 93.65 89.06 91.03 91.39 90.02 91.64 92.84 91.54 92.47 90.62 92.75 91.27 92.85 90.64 90.90 90.85
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.55 91.13 90.72 92.06 91.51 91.54 89.20 92.51 91.54 89.70 89.25 92.26 92.01 92.83 91.91 90.08 90.02 92.16 93.26 89.23 92.47 91.40 92.18 92.40 89.19 91.72
244 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.40 92.95 93.54 93.04 91.87 91.40 91.01 95.12 92.11 90.63 90.88 91.21 91.60 93.39 90.31 92.98 91.95 92.79 93.69 89.48 91.15 92.29 93.36 93.76 91.48 90.99
245 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.05 91.58 92.31 92.09 91.12 92.64 91.62 90.67 94.15 91.34 91.87 91.83 91.42 90.84 90.63 91.59 90.87 91.66 92.85 91.82 93.29 92.88 93.69 93.71 92.37 90.90
246 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.54 92.11 92.12 90.30 90.99 91.08 90.98 93.69 92.24 92.13 91.78 89.94 91.98 91.64 91.72 93.69 91.26 91.99 93.29 91.09 92.25 93.77 93.28 92.01 91.46 92.12
247 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.53 92.56 91.92 92.57 92.48 91.60 90.59 92.95 91.13 92.12 92.81 89.71 91.54 91.57 92.22 90.96 93.50 91.26 94.34 92.06 93.48 91.62 91.95 91.36 92.26 90.19
252 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 93.36 92.09 92.22 91.06 93.18 92.32 92.03 91.36 92.85 92.27 91.38 92.05 92.22 93.40 91.35 91.91 91.85 91.44 94.30 92.85 94.82 92.11 92.93 92.72 93.16 91.28
253 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 94.56 91.84 92.18 91.64 89.85 90.16 91.09 91.80 90.45 94.23 93.35 91.83 92.65 92.97 93.52 92.44 93.24 90.64 92.46 92.44 92.82 92.50 94.10 92.95 92.91 92.82
254 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.30 91.80 91.60 92.03 91.29 90.86 92.53 89.98 91.55 89.87 92.68 92.81 91.48 91.22 90.12 90.47 91.91 91.77 92.51 91.81 93.28 94.45 92.97 92.49 92.89 91.79
255 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.34 93.38 92.00 90.44 90.11 92.83 91.23 91.36 90.82 91.64 90.92 90.35 91.60 90.81 90.98 93.16 92.22 91.52 91.74 92.61 93.55 93.19 94.30 92.34 92.45 91.69
260 372 48 0.01 8 0.00100 48 0.000000e+00 0.000000e+00 89.84 91.16 90.53 92.28 88.82 89.62 89.32 89.87 89.74 90.35 90.22 88.90 89.31 91.51 89.89 92.17 92.66 89.55 90.87 90.24 91.99 91.01 91.73 91.02 89.32 90.08
261 372 48 0.01 8 0.00100 48 0.000000e+00 1.000000e-08 89.30 92.73 89.45 90.93 90.73 90.92 92.03 91.48 93.04 89.32 93.58 90.99 91.64 92.24 92.41 90.62 91.43 91.91 92.21 90.02 92.33 92.83 92.09 92.69 92.83 90.65
262 372 48 0.01 8 0.00100 48 1.000000e-08 0.000000e+00 88.90 89.72 91.52 88.91 90.69 90.05 90.12 91.81 89.44 89.96 90.90 90.56 88.31 92.59 92.47 90.67 92.92 90.41 91.78 90.61 91.33 90.29 91.04 89.05 90.01 90.68
263 372 48 0.01 8 0.00100 48 1.000000e-08 1.000000e-08 91.37 91.30 92.88 91.83 93.04 93.24 90.05 90.34 90.71 89.12 92.58 90.55 90.72 90.99 91.47 90.92 92.83 90.87 92.02 92.20 93.09 93.16 91.16 90.43 93.07 91.73
268 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.80 91.18 91.38 90.37 91.76 89.92 89.24 92.28 89.61 91.60 91.28 89.37 88.36 89.57 91.85 90.51 91.22 91.05 90.34 88.73 92.31 89.37 91.58 90.18 89.36 88.74
269 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 92.85 88.86 91.77 93.10 90.37 90.27 91.46 91.79 91.31 92.17 89.28 90.59 90.45 91.32 92.00 91.87 92.21 92.14 92.95 89.34 92.07 90.94 92.36 91.22 90.79 91.64
270 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.12 92.37 89.46 90.77 91.64 89.72 90.40 90.53 90.80 89.84 91.50 89.36 91.48 91.33 90.30 90.92 91.02 93.25 91.76 91.12 90.67 90.31 90.29 91.32 90.09 90.61
271 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.75 91.75 94.56 92.34 90.48 89.58 90.14 91.03 92.19 92.84 92.70 90.61 92.36 89.70 90.48 90.65 91.43 90.49 91.06 92.69 90.49 92.77 90.08 90.64 93.83 90.26
276 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.33 92.18 92.82 92.00 93.96 92.08 93.10 90.78 91.83 91.10 93.68 90.78 91.96 93.08 91.28 90.76 90.81 92.55 90.78 91.14 94.77 93.13 93.43 91.95 90.58 91.14
277 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 90.84 91.10 92.54 91.03 93.68 90.07 91.17 92.22 93.12 91.73 90.81 90.59 90.66 89.50 92.22 91.56 93.58 92.12 92.06 90.69 92.83 92.07 91.78 93.14 92.19 90.96
278 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.13 89.77 92.56 91.32 91.91 92.50 93.85 92.30 91.93 90.26 92.77 89.87 92.41 89.84 91.45 91.38 91.78 89.89 91.82 93.59 91.45 92.40 93.84 92.58 93.31 89.53
279 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.28 93.39 92.03 90.24 92.87 91.13 92.36 91.53 91.82 93.48 91.64 90.73 92.22 93.64 90.92 92.91 92.73 91.84 92.46 91.41 92.84 93.38 93.50 92.22 92.54 91.12
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 93.46 93.60 92.44 92.22 93.16 91.09 93.48 92.77 92.85 92.63 90.93 90.64 92.14 90.61 90.80 91.94 93.34 92.62 91.53 92.98 93.00 92.19 93.84 92.73 92.85 91.78
285 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.77 91.78 91.15 90.76 94.62 90.66 92.83 90.84 93.06 93.87 91.49 92.55 92.14 92.77 92.86 92.89 92.41 92.38 90.86 90.19 94.77 92.80 93.01 90.74 93.05 92.65
286 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 92.53 92.92 89.14 91.15 93.17 90.89 91.65 88.88 91.40 91.86 93.25 91.54 90.07 92.84 91.19 92.79 91.91 92.83 93.43 91.66 92.86 92.89 94.92 92.28 91.53 91.52
287 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 92.21 90.76 91.77 92.59 90.83 92.95 92.45 91.97 93.04 91.02 91.58 92.17 92.65 91.53 91.16 91.01 91.25 92.50 92.27 89.27 92.35 92.37 93.52 92.36 93.41 92.42
292 372 48 0.01 8 0.00001 24 0.000000e+00 0.000000e+00 90.61 91.12 90.75 90.02 92.34 89.57 89.98 91.32 90.79 91.39 90.16 88.44 90.87 89.33 89.47 90.06 92.62 93.26 91.11 89.88 91.53 91.57 93.11 91.61 89.79 91.39
293 372 48 0.01 8 0.00001 24 0.000000e+00 1.000000e-08 90.97 91.48 92.98 90.25 90.98 90.87 90.91 91.35 91.34 88.49 92.12 92.97 91.37 91.91 90.56 90.13 93.25 89.77 92.41 91.90 92.37 91.46 89.83 92.61 90.90 92.37
294 372 48 0.01 8 0.00001 24 1.000000e-08 0.000000e+00 91.23 91.62 89.11 91.28 90.59 90.76 91.24 89.93 90.26 91.69 90.85 91.72 90.46 90.90 90.90 92.93 91.02 91.97 91.14 90.51 92.51 91.08 90.38 90.87 90.80 91.07
295 372 48 0.01 8 0.00001 24 1.000000e-08 1.000000e-08 88.69 89.07 90.07 87.85 88.34 91.21 91.67 92.03 89.64 91.58 90.25 90.46 90.30 89.51 89.49 92.66 89.17 92.44 88.59 89.64 90.44 91.03 89.80 90.20 92.04 86.22
300 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.54 89.84 93.00 91.53 89.25 88.65 91.34 90.46 90.36 91.08 91.57 93.32 92.08 91.39 90.49 92.16 90.56 91.81 92.85 91.71 92.51 91.98 92.50 91.38 93.42 92.28
301 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.98 91.33 93.41 90.20 91.07 91.75 91.21 92.50 89.59 90.59 91.04 90.43 92.05 90.08 91.29 90.53 92.53 89.13 93.47 93.47 91.87 92.95 92.07 91.17 91.68 92.39
302 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.40 91.37 90.94 92.17 92.37 91.47 89.46 89.18 90.09 91.34 90.12 90.97 89.37 90.38 88.98 89.22 90.65 91.68 91.94 91.03 93.97 91.40 93.97 91.25 91.37 91.77
303 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.47 90.17 94.05 90.15 91.21 91.34 91.93 91.27 92.17 90.36 91.27 90.72 91.28 92.17 90.87 90.29 91.11 92.38 93.60 90.87 92.44 91.66 90.99 91.21 91.07 88.66
308 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.81 91.96 92.31 91.11 88.75 92.02 90.94 90.97 91.60 91.03 91.13 89.58 90.57 92.80 87.59 92.72 92.16 91.73 91.79 89.48 92.49 92.56 93.84 92.50 92.19 89.59
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.88 92.00 91.06 91.43 90.10 91.74 92.34 92.10 91.08 91.73 92.44 91.55 91.30 91.19 92.62 92.00 93.79 91.57 92.73 92.83 92.85 93.72 93.10 92.07 91.99 92.46
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.23 92.03 92.13 91.60 91.61 91.12 92.56 91.61 90.88 91.98 92.94 90.93 92.05 91.75 90.99 94.04 94.08 92.37 92.91 93.43 93.11 93.61 93.49 91.41 93.49 92.66
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.50 91.80 93.78 93.43 92.63 90.04 92.47 90.96 92.59 91.61 92.60 92.62 92.79 90.02 90.34 92.88 92.14 93.06 94.28 93.06 92.46 93.68 92.24 91.39 92.26 89.41
316 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.74 93.72 93.37 93.04 91.53 90.82 91.42 92.21 91.60 91.92 92.98 92.45 92.30 91.97 91.87 91.17 91.86 90.86 93.57 91.69 92.77 92.34 93.08 93.07 92.87 91.08
317 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.20 92.20 92.70 92.10 91.42 93.58 91.35 92.65 92.14 93.02 93.53 91.68 92.84 91.25 91.64 93.77 92.11 92.70 92.89 91.09 92.10 91.66 93.76 93.63 93.71 93.19
318 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 94.12 93.02 92.52 91.42 90.99 91.22 92.17 93.47 92.89 93.75 91.36 91.84 92.28 91.85 90.88 91.94 92.45 90.70 93.84 92.09 92.44 91.97 92.30 92.43 93.67 92.82
319 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.97 93.02 91.69 91.75 92.57 91.93 91.79 90.91 91.00 91.41 89.67 90.16 93.06 91.91 89.71 92.49 91.19 92.34 93.06 91.26 92.56 93.88 92.63 92.62 92.68 93.14
324 372 48 0.01 8 0.00001 36 0.000000e+00 0.000000e+00 90.10 92.97 90.46 91.76 91.69 91.18 88.05 90.91 92.50 89.33 91.83 90.00 89.67 92.32 90.67 92.11 91.43 90.57 90.40 88.93 89.99 90.81 91.51 89.78 90.03 89.61
325 372 48 0.01 8 0.00001 36 0.000000e+00 1.000000e-08 89.56 90.31 92.18 90.79 92.16 90.65 90.43 88.83 89.55 90.23 90.68 90.51 90.52 92.23 90.38 90.72 91.82 91.50 89.25 88.82 93.54 90.90 91.06 91.44 91.07 89.75
326 372 48 0.01 8 0.00001 36 1.000000e-08 0.000000e+00 89.74 90.57 91.11 89.49 91.96 92.34 91.24 91.11 91.23 91.26 91.68 89.67 89.98 90.31 90.70 92.33 90.61 91.33 90.77 91.10 92.00 89.71 91.13 91.39 90.75 88.07
327 372 48 0.01 8 0.00001 36 1.000000e-08 1.000000e-08 91.36 90.76 91.86 90.36 93.97 91.02 91.09 92.67 92.09 91.63 90.78 89.69 91.67 91.79 92.60 91.31 92.15 90.87 92.24 90.92 92.22 90.26 91.90 91.50 92.55 88.19
332 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.45 92.92 90.56 90.63 91.68 90.84 91.33 91.54 91.60 89.21 91.65 92.11 89.27 90.20 91.44 89.99 91.55 90.00 91.74 89.07 92.00 90.68 91.14 89.59 90.30 90.53
333 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 92.56 91.58 92.88 91.70 91.13 90.16 88.27 90.86 92.06 91.40 90.29 89.27 92.61 91.33 91.95 90.04 91.14 90.11 93.27 91.60 90.48 92.97 90.61 90.20 92.38 90.92
334 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.18 91.13 92.82 91.40 90.61 89.60 90.11 90.80 91.13 90.63 91.07 89.20 91.42 92.20 90.23 91.29 92.18 91.72 93.31 90.57 90.93 91.60 91.97 90.40 91.99 89.98
335 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 92.23 91.28 92.38 91.21 91.82 91.02 93.12 91.47 91.69 90.84 92.19 90.83 91.28 90.89 91.84 91.07 88.61 92.39 92.64 89.90 91.94 93.02 90.59 91.73 92.53 91.72
340 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.96 90.28 91.13 92.49 92.96 93.14 90.96 90.50 92.29 93.49 93.12 91.49 91.79 92.14 91.60 92.86 90.55 91.27 93.76 91.31 93.38 92.73 92.57 91.39 93.39 92.01
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.19 90.83 92.25 91.88 91.89 91.52 94.12 91.42 91.50 92.03 92.83 89.80 90.75 91.45 91.75 90.24 93.76 91.79 92.40 92.02 92.49 93.56 92.39 93.57 92.72 92.27
342 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 92.22 93.10 91.38 91.27 91.03 93.07 91.03 89.31 87.95 92.60 92.76 89.62 91.58 90.11 91.35 91.95 91.84 93.24 93.47 93.48 92.69 93.07 92.50 89.99 92.74 92.70
343 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 94.33 93.33 93.12 91.74 92.27 90.42 93.83 92.82 90.72 91.14 92.30 89.38 90.47 91.56 90.79 91.70 92.14 90.81 92.00 89.23 91.98 92.46 93.03 92.81 91.73 92.28
348 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 93.97 93.37 92.27 91.44 92.51 92.11 91.54 91.54 90.41 92.45 93.23 91.56 91.06 93.50 91.30 92.00 91.76 92.29 90.92 91.82 92.43 90.83 93.94 92.39 92.23 93.46
349 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 91.39 94.25 93.48 91.45 90.35 92.43 89.00 92.19 90.71 91.23 92.72 90.97 92.84 94.06 91.54 91.95 93.97 91.06 92.83 91.44 93.19 92.02 93.36 93.01 91.51 92.27
350 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.53 92.47 91.28 92.71 91.82 92.12 92.04 94.03 89.34 91.06 91.77 92.29 93.53 91.60 91.91 90.87 92.50 91.59 89.35 91.29 94.07 92.01 93.28 92.41 91.89 92.74
351 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.80 91.54 92.15 90.98 92.65 89.80 92.76 92.23 91.53 91.56 92.36 93.71 91.63 92.68 92.84 93.00 92.20 92.53 93.53 92.07 94.02 91.57 92.58 92.54 93.83 92.01
356 372 48 0.01 8 0.00001 48 0.000000e+00 0.000000e+00 90.96 90.82 92.40 90.63 91.70 92.70 92.29 91.06 90.59 89.74 92.41 88.84 91.11 89.90 90.89 91.81 90.75 90.56 92.43 89.65 92.51 90.88 92.49 91.70 91.93 92.60
357 372 48 0.01 8 0.00001 48 0.000000e+00 1.000000e-08 87.71 88.34 89.16 90.74 90.63 90.18 88.21 89.76 90.21 90.99 91.23 88.71 88.88 90.78 88.16 87.10 90.66 89.81 90.29 89.08 90.21 89.80 90.69 90.23 88.11 89.05
358 372 48 0.01 8 0.00001 48 1.000000e-08 0.000000e+00 91.31 90.91 92.34 91.20 88.14 90.23 92.12 89.86 90.40 89.44 91.44 91.08 90.96 90.64 90.01 92.05 91.57 91.46 91.38 90.69 91.09 91.42 90.53 93.62 90.22 90.68
359 372 48 0.01 8 0.00001 48 1.000000e-08 1.000000e-08 89.55 91.87 89.41 91.69 91.08 90.12 89.31 88.34 89.78 89.77 90.12 92.46 90.41 90.91 89.86 88.86 90.29 92.34 90.75 88.74 92.99 90.66 91.71 90.82 91.82 87.91
364 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 91.09 90.58 90.32 90.43 90.03 89.95 90.35 89.79 90.56 90.37 92.17 88.86 90.83 91.01 91.07 91.67 93.00 90.66 92.32 89.44 91.09 88.78 90.11 89.17 90.10 91.69
365 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.47 91.30 92.98 91.96 90.86 90.95 90.42 89.78 89.76 89.67 91.63 88.90 91.06 91.52 91.39 92.06 92.24 89.70 93.55 90.72 92.88 90.93 91.93 90.41 91.97 89.96
366 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.76 92.04 93.30 90.73 92.00 89.23 91.51 92.88 91.67 91.42 89.61 91.71 90.19 91.78 91.17 90.15 91.06 89.08 93.27 92.45 90.86 91.98 91.12 91.86 91.99 91.29
367 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.57 94.13 91.99 92.42 90.42 89.84 91.57 90.94 89.76 89.77 93.15 90.81 89.57 91.45 91.67 90.13 91.98 90.03 91.56 90.26 93.69 90.70 91.94 91.17 90.84 89.92
372 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 93.62 91.26 92.60 92.60 93.85 91.63 91.47 90.91 92.99 91.29 92.78 91.93 91.91 93.45 92.24 91.93 91.52 91.31 93.14 92.99 92.10 93.87 93.11 93.35 91.56 89.53
373 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 92.29 90.68 90.64 90.56 93.76 90.83 94.75 91.61 91.57 90.56 90.40 90.52 91.36 90.53 89.48 91.58 91.81 91.00 92.58 91.34 93.61 91.80 92.27 91.80 91.47 91.51
374 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 90.68 90.37 92.22 90.64 93.30 92.05 92.10 92.70 90.29 93.14 92.66 92.07 91.42 92.49 89.55 90.18 91.93 90.86 91.60 92.44 92.12 91.03 91.86 93.10 91.04 92.64
375 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.65 91.21 91.26 92.10 94.72 90.63 90.26 92.70 91.84 91.56 91.36 92.47 91.47 92.55 91.67 92.65 94.64 91.52 91.98 91.82 93.16 91.88 93.79 92.58 91.66 91.89
380 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 93.72 92.58 93.50 90.58 91.02 90.48 91.69 90.78 93.10 92.64 92.05 90.60 92.76 93.22 92.07 93.06 92.71 91.90 90.84 92.18 92.77 91.57 91.82 92.41 92.51 92.52
381 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 92.23 90.91 94.17 93.59 92.06 91.79 91.53 92.46 94.12 92.89 91.53 91.30 91.89 91.15 91.76 90.86 92.54 91.71 92.30 91.88 92.96 92.57 92.79 93.00 92.68 91.40
382 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.19 92.13 93.92 91.64 93.08 92.20 92.88 91.88 91.42 91.91 89.57 91.29 92.62 90.84 92.72 93.08 93.37 92.47 92.45 93.68 92.73 93.12 93.81 91.50 92.72 92.80
383 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.78 92.20 92.10 92.20 93.20 92.09 92.81 91.66 91.89 94.41 92.78 90.63 91.83 92.22 91.69 90.66 93.02 91.56 93.07 90.06 93.32 93.13 93.22 92.60 92.65 91.70
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
206 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.76 89.79 89.65 90.88 89.31 91.08 89.34 88.94 89.94 89.97 89.43 89.44 90.61 90.80 90.17 90.64 89.35 90.12 91.21 90.10 90.05 90.55 90.20 88.67 90.30 91.06
207 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.32 92.14 89.30 89.20 89.64 90.17 88.93 89.64 90.97 89.70 90.10 91.69 89.07 90.20 89.81 89.09 89.29 89.75 90.26 90.88 90.36 90.66 90.19 89.34 91.36 89.38
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.72 90.18 89.98 90.40 89.86 89.91 90.58 90.15 87.70 90.04 90.89 91.78 91.76 90.82 89.37 88.86 89.06 89.52 91.24 91.11 90.21 90.10 88.76 90.18 90.11 88.46
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.82 89.83 88.89 89.74 88.65 89.89 90.05 89.12 88.64 89.72 90.61 90.50 91.17 90.70 90.91 91.08 90.33 90.79 90.50 89.29 90.81 91.03 90.68 89.61 89.60 90.48
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.57 90.92 90.05 89.97 89.32 90.62 89.33 90.72 89.65 88.97 90.82 90.38 91.17 89.90 89.35 91.54 89.99 88.83 90.92 90.68 91.21 91.44 89.56 88.14 90.39 90.32
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.95 90.78 90.59 91.15 91.06 90.43 89.39 89.11 88.98 90.67 91.23 90.82 90.35 90.30 90.65 89.33 89.72 90.37 91.02 90.72 91.53 91.48 90.10 88.86 89.24 89.95
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 90.28 89.92 89.76 89.35 90.24 90.07 90.95 89.49 88.00 91.43 90.87 90.23 89.80 90.18 90.75 90.03 90.77 90.02 91.31 90.35 89.84 90.26 90.84 89.50 90.24
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.93 90.45 89.37 88.95 90.72 89.85 88.73 88.79 90.94 88.98 89.94 90.72 88.95 90.63 90.58 90.81 90.01 90.92 91.27 89.84 90.70 90.11 89.24 89.97 89.47 90.35
215 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.38 89.17 89.75 89.48 89.08 90.25 89.22 89.78 90.01 89.16 90.32 91.31 90.20 90.56 90.14 91.26 90.18 89.46 90.29 90.55 90.33 89.95 89.92 89.92 90.26 90.77
246 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.44 90.44 90.25 88.24 90.15 91.54 90.17 89.77 90.15 89.73 90.36 91.05 89.65 88.52 89.85 91.84 90.51 89.47 91.72 90.20 88.71 90.92 90.04 89.65 89.41 88.39
319 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.19 88.74 89.42 90.08 88.97 89.43 89.59 90.82 88.93 89.91 89.83 90.47 90.79 89.20 89.83 90.48 89.77 90.13 90.90 91.13 90.57 91.23 88.82 90.45 90.42 89.66
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.59 88.92 89.56 90.34 89.17 91.44 91.10 91.21 90.09 89.73 89.47 88.98 90.59 88.13 89.27 90.65 89.10 89.89 90.72 90.33 90.92 90.66 89.99 89.73 89.01 91.03
Size of the All data:  (192, 29)
Size of the Sig data:  (12, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
8 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.68 87.30 91.66 90.64 92.47 92.26 92.05 90.78 90.56 91.43 91.57 90.75 90.13 90.47 90.10 91.86 91.43 92.37 93.13 90.93 92.47 91.81 92.79 91.58 91.62 91.38
11 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.71 93.76 90.75 92.58 89.64 90.24 90.49 91.41 91.08 91.76 92.46 89.73 89.58 92.86 90.04 90.79 90.35 90.27 91.60 88.75 93.00 91.95 91.37 91.23 93.38 90.78
5 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.55 91.13 90.72 92.06 91.51 91.54 89.20 92.51 91.54 89.70 89.25 92.26 92.01 92.83 91.91 90.08 90.02 92.16 93.26 89.23 92.47 91.40 92.18 92.40 89.19 91.72
3 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.88 92.00 91.06 91.43 90.10 91.74 92.34 92.10 91.08 91.73 92.44 91.55 91.30 91.19 92.62 92.00 93.79 91.57 92.73 92.83 92.85 93.72 93.10 92.07 91.99 92.46
1 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.23 92.03 92.13 91.60 91.61 91.12 92.56 91.61 90.88 91.98 92.94 90.93 92.05 91.75 90.99 94.04 94.08 92.37 92.91 93.43 93.11 93.61 93.49 91.41 93.49 92.66
0 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.50 91.80 93.78 93.43 92.63 90.04 92.47 90.96 92.59 91.61 92.60 92.62 92.79 90.02 90.34 92.88 92.14 93.06 94.28 93.06 92.46 93.68 92.24 91.39 92.26 89.41
2 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.19 90.83 92.25 91.88 91.89 91.52 94.12 91.42 91.50 92.03 92.83 89.80 90.75 91.45 91.75 90.24 93.76 91.79 92.40 92.02 92.49 93.56 92.39 93.57 92.72 92.27
4 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.83 90.12 89.95 90.06 92.28 89.34 90.30 91.27 92.29 90.51 92.55 92.54 90.95 91.48 89.99 91.64 93.01 92.33 93.47 92.33 92.80 92.67 92.97 92.69 93.84 91.77
6 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.25 91.03 92.63 90.52 92.37 92.38 91.46 92.77 90.97 92.24 91.77 91.11 91.11 90.07 90.84 90.32 92.31 89.48 92.94 92.58 93.23 92.79 93.08 93.52 93.50 92.66
9 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.54 92.11 92.12 90.30 90.99 91.08 90.98 93.69 92.24 92.13 91.78 89.94 91.98 91.64 91.72 93.69 91.26 91.99 93.29 91.09 92.25 93.77 93.28 92.01 91.46 92.12
10 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.97 93.02 91.69 91.75 92.57 91.93 91.79 90.91 91.00 91.41 89.67 90.16 93.06 91.91 89.71 92.49 91.19 92.34 93.06 91.26 92.56 93.88 92.63 92.62 92.68 93.14
7 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 93.46 93.60 92.44 92.22 93.16 91.09 93.48 92.77 92.85 92.63 90.93 90.64 92.14 90.61 90.80 91.94 93.34 92.62 91.53 92.98 93.00 92.19 93.84 92.73 92.85 91.78
Size of the test data:  (12, 34)

Difference

Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
206 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.92 -2.49 2.01 -0.24 3.16 1.18 2.71 1.84 0.62 1.46 2.14 1.31 -0.48 -0.33 -0.07 1.22 2.08 2.25 1.92 0.83 2.42 1.26 2.59 2.91 1.32 0.32 5
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.83 0.95 0.74 1.66 1.65 1.63 -1.38 2.36 3.84 -0.34 -1.64 0.48 0.25 2.01 2.54 1.22 0.96 2.64 2.02 -1.88 2.26 1.30 3.42 2.22 -0.92 3.26 5
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.55 1.02 3.19 2.28 1.57 -0.39 3.08 1.85 3.61 0.94 1.37 1.80 2.44 -0.28 -0.31 3.55 2.42 2.69 3.26 2.34 0.93 2.20 2.14 2.53 3.02 -0.54 4
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.90 -0.33 0.58 1.11 1.56 -0.51 1.57 2.48 1.35 1.53 2.61 1.82 2.00 0.85 -0.59 0.83 3.00 1.41 2.20 2.49 2.10 2.56 3.73 2.72 4.37 1.42 3
215 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.87 1.86 2.88 1.04 3.29 2.13 2.24 2.99 0.96 3.08 1.45 -0.20 0.91 -0.49 0.70 -0.94 2.13 0.02 2.65 2.03 2.90 2.84 3.16 3.60 3.24 1.89 3
319 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.78 4.28 2.27 1.67 3.60 2.50 2.20 0.09 2.07 1.50 -0.16 -0.31 2.27 2.71 -0.12 2.01 1.42 2.21 2.16 0.13 1.99 2.65 3.81 2.17 2.26 3.48 3
207 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.39 1.62 1.45 3.38 -0.00 0.07 1.56 1.77 0.11 2.06 2.36 -1.96 0.51 2.66 0.23 1.70 1.06 0.52 1.34 -2.13 2.64 1.29 1.18 1.89 2.02 1.40 2
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.28 0.55 2.33 2.12 2.54 1.28 4.05 0.47 2.01 4.03 1.40 -1.07 0.52 1.65 1.57 -0.51 3.73 1.02 2.38 0.71 2.14 3.72 2.13 2.73 3.22 2.03 2
246 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.10 1.67 1.87 2.06 0.84 -0.46 0.81 3.92 2.09 2.40 1.42 -1.11 2.33 3.12 1.87 1.85 0.75 2.52 1.57 0.89 3.54 2.85 3.24 2.36 2.05 3.73 2
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.87 4.68 2.88 1.88 3.99 -0.35 2.38 1.56 2.76 2.90 1.46 1.66 1.55 2.48 1.53 1.29 4.24 2.73 0.81 2.65 2.08 1.53 3.85 3.00 3.84 0.75 1
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.06 2.17 2.17 1.69 1.45 1.85 2.29 2.98 2.44 2.01 1.83 1.05 0.13 0.49 1.71 0.92 3.46 0.78 2.23 3.54 2.04 2.69 2.42 2.46 2.39 1.98 0
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.66 1.11 2.08 1.63 2.29 0.50 3.23 0.89 1.23 3.01 2.12 0.55 0.88 1.85 1.64 2.50 4.09 3.54 1.99 2.75 1.90 2.17 3.93 3.27 3.10 2.34 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 90.839167 0.499080
mAP_valid_abs_values_12 90.667500 0.820943
mAP_valid_abs_values_22 90.664167 0.573244
mAP_valid_abs_values_16 90.527500 0.954883
mAP_valid_abs_values_20 90.511667 0.590051
mAP_valid_abs_values_21 90.479167 0.703168
mAP_valid_abs_values_6 90.404167 0.656249
mAP_valid_abs_values_13 90.378333 0.840312
mAP_valid_abs_values_11 90.369167 0.649426
mAP_valid_abs_values_2 90.136667 0.945471
mAP_valid_abs_values_15 90.009167 0.531438
mAP_valid_abs_values_26 90.007500 0.892179
mAP_valid_abs_values_18 90.001667 0.638034
mAP_valid_abs_values_14 89.963333 0.904738
mAP_valid_abs_values_25 89.922500 0.665543
mAP_valid_abs_values_8 89.916667 0.846472
mAP_valid_abs_values_4 89.849167 0.817006
mAP_valid_abs_values_23 89.813333 0.595992
mAP_valid_abs_values_17 89.778333 0.482829
mAP_valid_abs_values_3 89.727500 0.463468
mAP_valid_abs_values 89.715000 0.837675
mAP_valid_abs_values_7 89.708333 0.697578
mAP_valid_abs_values_9 89.624167 0.947307
mAP_valid_abs_values_24 89.613333 0.766626
mAP_valid_abs_values_5 89.606667 0.722173
mAP_valid_abs_values_10 89.548333 0.683079


We then apply the hyperparameters to the test set and average the results.

Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_22 92.919167 0.896614
mAP_test_abs_values_19 92.883333 0.764774
mAP_test_abs_values_23 92.780000 0.668825
mAP_test_abs_values_21 92.724167 0.313933
mAP_test_abs_values_25 92.415000 1.271953
mAP_test_abs_values_24 92.268333 0.795394
mAP_test_abs_values_17 92.223333 1.386050
mAP_test_abs_values 91.982500 1.162060
average_map 91.865801 0.384213
mAP_test_abs_values_18 91.862500 1.017011
mAP_test_abs_values_8 91.850000 0.913017
mAP_test_abs_values_26 91.845833 0.997501
mAP_test_abs_values_16 91.830833 1.311214
mAP_test_abs_values_7 91.770000 1.384617
mAP_test_abs_values_5 91.768333 1.064449
mAP_test_abs_values_3 91.765000 1.030829
mAP_test_abs_values_11 91.732500 1.213711
mAP_test_abs_values_20 91.707500 1.507340
mAP_test_abs_values_10 91.596667 0.796941
mAP_test_abs_values_2 91.560833 1.735399
mAP_test_abs_values_9 91.548333 0.757242
mAP_test_abs_values_4 91.539167 1.006357
mAP_test_abs_values_13 91.487500 1.040927
mAP_test_abs_values_14 91.356667 0.944336
mAP_test_abs_values_6 91.190000 0.920326
mAP_test_abs_values_12 91.002500 1.043474
mAP_test_abs_values_15 90.900833 0.921091
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.72 90.18 89.98 90.40 89.86 89.91 90.58 90.15 87.70 90.04 90.89 91.78 91.76 90.82 89.37 88.86 89.06 89.52 91.24 91.11 90.21 90.10 88.76 90.18 90.11 88.46
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.82 89.83 88.89 89.74 88.65 89.89 90.05 89.12 88.64 89.72 90.61 90.50 91.17 90.70 90.91 91.08 90.33 90.79 90.50 89.29 90.81 91.03 90.68 89.61 89.60 90.48
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.57 90.92 90.05 89.97 89.32 90.62 89.33 90.72 89.65 88.97 90.82 90.38 91.17 89.90 89.35 91.54 89.99 88.83 90.92 90.68 91.21 91.44 89.56 88.14 90.39 90.32
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.95 90.78 90.59 91.15 91.06 90.43 89.39 89.11 88.98 90.67 91.23 90.82 90.35 90.30 90.65 89.33 89.72 90.37 91.02 90.72 91.53 91.48 90.10 88.86 89.24 89.95
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 90.28 89.92 89.76 89.35 90.24 90.07 90.95 89.49 88.00 91.43 90.87 90.23 89.80 90.18 90.75 90.03 90.77 90.02 91.31 90.35 89.84 90.26 90.84 89.50 90.24
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.93 90.45 89.37 88.95 90.72 89.85 88.73 88.79 90.94 88.98 89.94 90.72 88.95 90.63 90.58 90.81 90.01 90.92 91.27 89.84 90.70 90.11 89.24 89.97 89.47 90.35
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.59 88.92 89.56 90.34 89.17 91.44 91.10 91.21 90.09 89.73 89.47 88.98 90.59 88.13 89.27 90.65 89.10 89.89 90.72 90.33 90.92 90.66 89.99 89.73 89.01 91.03
Size of the All data:  (192, 29)
Size of the Sig data:  (7, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
5 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.55 91.13 90.72 92.06 91.51 91.54 89.20 92.51 91.54 89.70 89.25 92.26 92.01 92.83 91.91 90.08 90.02 92.16 93.26 89.23 92.47 91.40 92.18 92.40 89.19 91.72
3 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.88 92.00 91.06 91.43 90.10 91.74 92.34 92.10 91.08 91.73 92.44 91.55 91.30 91.19 92.62 92.00 93.79 91.57 92.73 92.83 92.85 93.72 93.10 92.07 91.99 92.46
1 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.23 92.03 92.13 91.60 91.61 91.12 92.56 91.61 90.88 91.98 92.94 90.93 92.05 91.75 90.99 94.04 94.08 92.37 92.91 93.43 93.11 93.61 93.49 91.41 93.49 92.66
0 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.50 91.80 93.78 93.43 92.63 90.04 92.47 90.96 92.59 91.61 92.60 92.62 92.79 90.02 90.34 92.88 92.14 93.06 94.28 93.06 92.46 93.68 92.24 91.39 92.26 89.41
2 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.19 90.83 92.25 91.88 91.89 91.52 94.12 91.42 91.50 92.03 92.83 89.80 90.75 91.45 91.75 90.24 93.76 91.79 92.40 92.02 92.49 93.56 92.39 93.57 92.72 92.27
4 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.83 90.12 89.95 90.06 92.28 89.34 90.30 91.27 92.29 90.51 92.55 92.54 90.95 91.48 89.99 91.64 93.01 92.33 93.47 92.33 92.80 92.67 92.97 92.69 93.84 91.77
6 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 93.46 93.60 92.44 92.22 93.16 91.09 93.48 92.77 92.85 92.63 90.93 90.64 92.14 90.61 90.80 91.94 93.34 92.62 91.53 92.98 93.00 92.19 93.84 92.73 92.85 91.78
Size of the test data:  (7, 34)

Difference

Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
239 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.83 0.95 0.74 1.66 1.65 1.63 -1.38 2.36 3.84 -0.34 -1.64 0.48 0.25 2.01 2.54 1.22 0.96 2.64 2.02 -1.88 2.26 1.30 3.42 2.22 -0.92 3.26 5
311 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.55 1.02 3.19 2.28 1.57 -0.39 3.08 1.85 3.61 0.94 1.37 1.80 2.44 -0.28 -0.31 3.55 2.42 2.69 3.26 2.34 0.93 2.20 2.14 2.53 3.02 -0.54 4
213 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.90 -0.33 0.58 1.11 1.56 -0.51 1.57 2.48 1.35 1.53 2.61 1.82 2.00 0.85 -0.59 0.83 3.00 1.41 2.20 2.49 2.10 2.56 3.73 2.72 4.37 1.42 3
341 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.28 0.55 2.33 2.12 2.54 1.28 4.05 0.47 2.01 4.03 1.40 -1.07 0.52 1.65 1.57 -0.51 3.73 1.02 2.38 0.71 2.14 3.72 2.13 2.73 3.22 2.03 2
284 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.87 4.68 2.88 1.88 3.99 -0.35 2.38 1.56 2.76 2.90 1.46 1.66 1.55 2.48 1.53 1.29 4.24 2.73 0.81 2.65 2.08 1.53 3.85 3.00 3.84 0.75 1
309 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.06 2.17 2.17 1.69 1.45 1.85 2.29 2.98 2.44 2.01 1.83 1.05 0.13 0.49 1.71 0.92 3.46 0.78 2.23 3.54 2.04 2.69 2.42 2.46 2.39 1.98 0
310 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.66 1.11 2.08 1.63 2.29 0.50 3.23 0.89 1.23 3.01 2.12 0.55 0.88 1.85 1.64 2.50 4.09 3.54 1.99 2.75 1.90 2.17 3.93 3.27 3.10 2.34 0
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_21 90.818571 0.460740
mAP_valid_abs_values_19 90.812857 0.443648
mAP_valid_abs_values_22 90.665714 0.671562
mAP_valid_abs_values_11 90.627143 0.698301
mAP_valid_abs_values_13 90.602857 0.905294
mAP_valid_abs_values_12 90.578571 0.837425
mAP_valid_abs_values_20 90.468571 0.710714
mAP_valid_abs_values_16 90.431429 0.968219
mAP_valid_abs_values_6 90.340000 0.567744
mAP_valid_abs_values_2 90.194286 0.670717
mAP_valid_abs_values_18 90.155714 0.779099
mAP_valid_abs_values_26 90.118571 0.800987
mAP_valid_abs_values 90.070000 0.770822
mAP_valid_abs_values_4 90.044286 0.684711
mAP_valid_abs_values_15 90.044286 0.702136
mAP_valid_abs_values_14 90.040000 0.929606
mAP_valid_abs_values_8 90.007143 0.994798
mAP_valid_abs_values_7 89.892857 0.806984
mAP_valid_abs_values_23 89.798571 0.653820
mAP_valid_abs_values_3 89.765714 0.547079
mAP_valid_abs_values_17 89.748571 0.489810
mAP_valid_abs_values_5 89.732857 0.871621
mAP_valid_abs_values_24 89.618571 0.885502
mAP_valid_abs_values_25 89.617143 0.480753
mAP_valid_abs_values_10 89.444286 0.869997
mAP_valid_abs_values_9 89.355714 1.044715


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 93.045714 0.680939
mAP_test_abs_values_22 92.744643 0.979045
mAP_test_abs_values_19 92.689286 0.945758
mAP_test_abs_values_21 92.684643 0.640703
mAP_test_abs_values_17 92.582857 1.132780
mAP_test_abs_values_25 92.367857 1.005000
mAP_test_abs_values_16 92.213929 1.117372
mAP_test_abs_values_18 92.096071 0.888237
mAP_test_abs_values_11 92.014643 1.130816
mAP_test_abs_values_24 91.893214 0.845091
average_map 91.855261 0.391434
mAP_test_abs_values_7 91.846786 1.244273
mAP_test_abs_values_2 91.758929 0.913213
mAP_test_abs_values_10 91.737500 0.890995
mAP_test_abs_values_4 91.722857 0.828389
mAP_test_abs_values 91.653571 1.329877
mAP_test_abs_values_3 91.628929 1.311059
mAP_test_abs_values_26 91.580000 1.217976
mAP_test_abs_values_20 91.565714 1.622979
mAP_test_abs_values_9 91.549286 1.113822
mAP_test_abs_values_5 91.542500 1.419895
mAP_test_abs_values_14 91.538214 1.008035
mAP_test_abs_values_13 91.400000 0.859276
mAP_test_abs_values_8 91.341786 1.093445
mAP_test_abs_values_6 91.308929 1.105436
mAP_test_abs_values_12 91.000357 1.261150
mAP_test_abs_values_15 90.728571 1.386941


Summary using radar plot

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
388 372 16 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 84.67 83.85 86.22 87.00 85.46 88.09 85.59 87.05 85.91 86.21 88.40 87.32 85.46 86.70 74.25 86.50 86.69 42.66 87.27 74.68 87.52 75.99 86.33 84.46 86.14 83.86
389 372 16 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 85.79 86.59 87.07 86.41 84.71 87.77 82.01 85.92 86.31 85.52 88.61 90.10 85.90 42.66 87.89 87.66 88.72 71.64 88.67 89.56 87.22 87.96 86.40 88.06 87.70 88.69
390 372 16 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 85.59 76.89 85.18 88.30 88.76 88.10 86.68 83.51 87.03 87.85 84.26 84.50 84.90 87.41 85.70 88.26 77.34 88.77 88.41 88.48 87.46 88.23 87.59 74.62 86.72 76.37
391 372 16 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 85.65 72.36 86.18 86.62 86.67 88.88 87.00 86.55 88.46 87.14 87.82 88.97 87.07 86.13 83.85 86.96 80.55 86.19 89.55 89.79 87.28 87.51 74.43 86.75 87.68 88.14
404 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.42 87.66 86.79 86.25 84.64 85.83 89.20 86.53 88.72 84.21 88.35 89.60 86.88 89.85 83.99 86.57 75.40 86.89 88.01 88.94 87.93 84.19 84.49 88.01 86.65 86.42
405 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.74 86.67 84.39 88.99 86.14 87.52 88.03 89.46 87.77 87.25 42.66 88.22 86.40 86.61 85.63 88.13 86.07 87.17 90.42 87.92 87.30 87.70 72.95 73.98 88.84 87.58
406 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.25 86.19 85.54 87.99 79.71 89.79 88.31 86.50 86.29 86.88 87.81 88.93 87.48 89.31 86.49 88.27 85.74 86.53 88.20 87.91 88.32 88.56 88.03 73.67 89.60 83.71
407 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 85.00 83.78 86.47 87.41 86.40 87.77 86.01 87.73 87.63 87.01 87.40 88.51 86.34 87.49 75.65 89.38 90.48 86.78 91.32 87.49 88.06 87.71 80.04 87.63 83.32 89.23
420 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.33 86.45 86.57 86.92 84.78 87.77 88.44 88.00 87.60 84.71 42.66 88.17 87.06 88.08 83.65 87.62 85.47 87.32 86.92 88.15 86.67 86.88 87.83 88.47 87.17 88.49
421 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 85.82 85.76 87.15 84.80 86.98 89.12 87.08 87.73 86.95 85.78 89.38 89.97 87.78 89.11 88.79 85.86 87.80 86.20 87.52 89.40 87.82 42.66 87.05 88.54 87.98 88.32
422 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.83 87.01 88.20 86.71 85.89 91.48 87.44 87.75 88.18 88.88 85.92 88.96 88.35 89.30 88.69 87.98 90.05 87.19 91.30 92.48 82.80 87.81 86.73 74.43 88.81 88.37
423 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.10 87.53 87.15 42.66 87.10 87.30 87.07 88.65 89.47 88.04 86.36 90.96 87.66 86.19 87.58 88.01 75.73 86.19 90.14 87.68 87.93 89.86 88.64 88.67 89.01 87.46
436 372 16 0.10 24 0.00100 36 0.000000e+00 0.000000e+00 73.42 73.59 66.09 65.30 66.43 64.98 73.06 65.06 65.55 66.44 74.35 64.04 72.99 65.71 65.18 71.71 64.59 73.03 64.32 64.00 64.50 65.57 66.00 65.27 65.64 65.94
437 372 16 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 73.91 66.04 64.69 66.96 55.68 74.99 72.88 73.81 73.58 72.28 74.40 75.30 74.37 65.06 65.03 74.51 65.44 75.03 64.45 75.18 64.61 64.50 74.28 66.16 64.56 64.55
438 372 16 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 72.18 64.34 73.14 64.13 56.38 72.06 72.80 56.24 74.40 55.78 75.07 55.28 74.13 64.74 63.96 75.05 64.72 63.83 75.65 42.66 64.61 64.35 55.86 63.48 56.44 65.11
439 372 16 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 72.59 55.46 64.44 64.62 73.43 74.62 71.88 68.70 65.21 73.85 73.92 75.29 74.65 63.85 64.35 73.75 64.72 64.58 74.62 74.88 64.14 64.30 66.57 64.62 64.76 63.25
452 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 74.50 72.31 73.59 72.31 73.86 75.58 74.39 64.40 74.11 65.33 74.85 63.80 74.51 74.47 62.46 74.30 63.67 63.18 75.01 74.94 64.07 64.29 65.10 64.68 64.09 64.08
453 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 73.17 74.14 64.64 74.50 73.57 74.52 73.76 63.78 74.07 74.03 74.95 75.31 73.39 56.27 63.42 73.87 65.21 74.79 63.82 75.48 63.37 64.73 73.09 64.81 64.98 63.38
454 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 74.27 74.53 74.37 73.95 74.21 75.90 74.27 65.16 75.19 73.70 74.90 63.82 68.70 63.84 64.54 74.50 74.17 69.52 75.15 74.37 63.44 64.53 63.60 64.51 64.34 64.10
455 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 73.70 64.50 74.65 65.05 74.37 75.16 73.63 73.94 73.71 73.99 75.20 63.23 74.65 70.33 64.84 73.67 74.63 74.39 74.17 75.54 63.14 63.37 63.13 64.36 73.19 62.61
468 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.89 73.67 64.10 64.57 64.20 63.27 73.17 63.80 74.98 73.86 74.28 73.87 74.62 73.92 63.13 75.33 62.69 74.88 62.87 74.65 63.69 63.07 63.58 62.98 64.01 63.38
469 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 73.89 63.89 73.87 63.84 73.72 75.91 73.16 74.33 74.70 73.86 74.36 74.67 73.88 63.55 62.83 74.85 63.47 74.78 75.09 63.35 62.21 63.47 62.74 63.24 64.17 64.27
470 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 74.09 64.53 73.13 73.36 64.00 74.92 74.15 56.03 74.61 74.08 74.59 55.28 74.65 75.19 62.95 74.91 63.65 74.12 75.86 75.49 63.86 62.71 72.92 63.69 64.40 63.69
471 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 73.77 73.62 74.13 64.58 64.10 74.60 74.88 63.64 74.65 74.87 74.41 63.67 73.44 63.94 63.41 74.08 74.68 75.07 75.37 74.88 63.16 63.95 63.28 63.93 63.76 63.39
484 372 16 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 65.75 65.31 65.26 42.66 56.12 74.74 71.09 66.27 64.87 66.46 64.39 64.81 73.81 64.97 64.18 73.71 65.74 74.45 75.77 63.88 64.92 64.54 65.02 65.45 65.83 66.60
485 372 16 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 73.70 74.59 65.52 64.88 65.41 75.19 72.78 65.74 72.90 64.91 74.74 64.81 74.11 63.94 63.84 73.99 74.11 65.89 75.72 63.66 64.10 65.13 65.34 64.44 63.72 65.10
486 372 16 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 73.41 65.33 64.78 64.29 64.77 74.84 72.84 64.24 72.93 55.86 75.53 64.05 74.07 74.66 63.89 74.93 65.48 65.33 74.49 64.57 64.86 65.78 64.80 63.87 64.56 64.51
487 372 16 0.10 24 0.00100 48 1.000000e-08 1.000000e-08 56.40 65.61 72.53 64.51 64.13 74.71 73.73 56.15 73.30 73.78 74.60 62.80 82.22 74.29 64.34 69.78 63.37 64.85 75.53 75.84 73.55 63.74 73.94 62.81 64.27 63.62
500 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 72.52 64.57 73.47 74.36 74.13 74.38 73.90 75.42 73.85 74.07 63.58 64.19 83.76 62.49 64.28 74.35 63.39 74.77 74.38 75.02 63.51 64.31 63.60 63.54 42.66 63.94
501 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 73.35 73.72 74.84 64.18 64.88 64.33 73.88 64.04 74.66 73.70 75.70 75.66 74.22 74.82 74.84 74.40 64.02 75.73 75.90 74.78 64.33 63.48 63.79 64.60 64.32 64.25
502 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 73.63 73.56 73.93 73.96 64.09 74.35 74.66 65.44 73.97 74.99 42.66 62.96 73.89 63.40 64.60 74.85 63.93 74.19 75.24 75.28 64.01 64.49 64.22 63.30 64.54 65.23
503 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 73.28 64.99 73.87 65.04 64.57 75.03 74.94 64.29 73.38 73.85 75.42 71.83 74.15 63.00 63.27 74.47 63.84 64.07 75.20 63.80 62.64 64.12 56.39 63.40 63.96 64.74
516 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 73.24 65.53 64.59 65.48 74.60 73.95 73.90 64.53 74.29 64.09 74.38 75.27 74.10 63.76 63.34 74.61 63.49 74.56 75.89 74.91 63.90 63.44 64.88 64.71 63.60 64.73
517 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.18 64.38 63.66 74.06 63.85 75.39 87.25 63.67 75.19 74.01 75.93 74.92 74.86 73.89 62.70 74.91 63.25 75.13 63.32 74.11 62.66 62.17 73.62 63.76 62.96 62.76
518 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.89 64.34 74.94 64.09 74.61 74.89 74.46 64.31 87.07 64.07 74.54 62.73 73.65 74.49 63.46 70.53 74.57 68.51 75.11 71.18 62.11 62.56 63.42 64.53 64.41 63.46
519 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 73.63 64.15 74.43 74.01 74.36 62.56 74.98 64.25 74.37 75.37 75.38 75.62 74.18 73.85 62.24 75.12 63.08 74.78 63.57 63.55 74.68 62.87 63.06 63.08 64.78 64.01
532 372 16 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 86.26 84.93 82.48 87.78 84.45 85.79 85.97 84.37 85.89 87.41 86.82 88.35 82.34 85.72 86.97 83.51 73.68 87.02 84.34 85.98 88.19 85.87 84.69 76.29 72.11 85.76
533 372 16 0.10 24 0.00001 24 0.000000e+00 1.000000e-08 84.62 84.84 86.96 87.25 84.01 87.49 87.09 83.33 86.96 88.00 88.87 87.88 87.15 88.08 70.83 86.95 87.58 86.87 88.18 87.46 86.84 86.27 87.14 73.23 87.58 86.67
534 372 16 0.10 24 0.00001 24 1.000000e-08 0.000000e+00 85.28 87.49 83.47 86.65 75.58 84.32 88.38 87.62 87.71 85.81 87.56 88.92 88.40 87.78 88.75 87.21 87.42 87.01 87.32 88.12 87.00 70.42 87.81 73.29 72.39 84.92
535 372 16 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 84.40 87.62 85.64 82.92 86.59 86.62 84.97 87.99 87.09 86.39 87.23 91.47 87.39 88.21 87.83 72.02 85.69 88.18 76.54 88.97 73.98 87.35 86.86 88.31 73.70 87.07
548 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.65 86.62 87.15 87.69 86.63 86.52 86.80 87.50 86.67 86.23 85.40 85.46 88.24 87.65 87.30 86.88 85.44 85.80 87.38 85.74 88.42 88.38 85.84 73.50 87.52 88.98
549 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.24 85.34 87.70 85.55 85.01 88.91 86.81 80.04 88.12 87.59 89.83 88.35 88.95 88.28 86.30 87.60 88.92 86.11 91.33 90.09 80.83 88.60 85.72 87.83 88.05 87.44
550 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 85.18 88.96 82.88 86.79 86.43 89.26 87.23 88.29 89.58 88.36 89.16 90.12 87.60 88.36 88.39 86.33 87.60 87.66 87.23 88.50 88.49 88.45 88.42 87.98 88.01 88.04
551 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.11 87.32 87.29 86.37 88.01 88.43 86.47 89.24 86.00 87.56 87.40 87.55 87.53 88.35 87.40 73.64 86.47 88.87 88.16 89.91 88.34 87.36 87.14 71.44 85.87 73.89
564 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.93 88.01 72.05 83.97 86.71 87.31 85.40 85.96 88.57 87.36 88.66 90.74 87.44 86.63 88.56 88.01 89.43 87.85 86.92 88.39 88.04 76.50 85.77 87.79 73.96 90.50
565 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 85.72 87.89 85.58 86.97 86.75 88.33 86.43 87.11 90.56 87.22 88.86 87.84 89.12 85.94 87.72 88.39 88.13 87.31 90.23 88.86 88.88 89.26 86.68 76.15 86.32 88.61
566 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 86.92 86.90 87.24 86.73 85.38 89.16 84.82 88.37 86.81 86.93 88.97 87.91 87.50 88.56 87.48 87.86 87.11 87.25 88.46 92.16 88.05 86.23 88.64 87.24 88.59 87.86
567 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.05 84.85 86.41 85.30 86.48 89.69 86.63 86.41 87.96 87.39 88.17 90.25 91.31 87.39 87.75 72.20 87.30 87.83 90.84 89.82 87.44 88.61 86.90 74.36 87.32 73.92
580 372 16 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 73.29 65.47 65.44 65.90 65.80 64.31 73.69 65.09 73.30 72.18 57.24 63.25 73.26 64.52 64.48 73.75 64.31 74.09 73.63 65.28 66.67 66.11 64.79 66.73 66.36 64.90
581 372 16 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 72.80 65.77 72.73 65.25 74.60 74.66 72.79 65.25 73.14 56.48 74.45 74.62 73.47 65.38 64.36 72.45 64.53 74.38 63.68 64.22 63.72 64.43 64.77 65.40 65.90 64.99
582 372 16 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 56.26 65.82 73.43 74.42 73.30 64.88 73.36 66.06 73.95 73.65 75.90 64.66 65.30 73.08 65.26 74.14 72.94 64.80 75.35 74.58 64.58 64.96 65.55 64.81 65.31 65.14
583 372 16 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 72.74 64.79 73.49 65.02 74.48 74.90 65.65 64.31 56.24 72.99 68.99 73.68 74.89 63.33 63.21 74.76 63.03 72.23 75.37 63.10 63.74 64.51 63.61 64.94 63.81 64.76
596 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 73.11 73.14 64.59 64.76 65.08 75.04 74.13 63.44 73.58 73.63 75.70 75.02 74.41 63.30 62.29 74.82 63.71 63.68 74.61 73.83 64.39 63.26 55.32 64.48 64.55 65.03
597 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.12 73.95 72.90 64.77 74.01 75.06 73.13 64.54 73.11 56.22 75.31 74.89 69.71 63.71 63.83 74.96 63.76 74.57 74.65 75.23 63.63 63.16 63.74 63.96 55.66 63.19
598 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 73.07 74.01 63.71 73.39 64.53 74.39 72.18 74.31 69.35 73.85 84.73 62.86 73.39 73.66 64.56 74.73 63.33 74.32 75.19 56.24 64.53 63.58 63.51 65.06 64.48 64.35
599 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.62 65.08 73.06 64.53 74.01 74.22 74.62 74.62 74.12 63.93 74.59 64.37 74.20 73.84 64.29 70.59 63.78 74.64 63.19 62.72 63.89 65.23 64.30 63.68 63.55 63.81
612 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.78 64.34 73.62 74.13 74.58 75.02 74.04 74.83 75.23 63.95 74.62 62.67 73.36 62.80 74.44 74.83 74.68 74.62 75.15 74.15 62.51 63.39 64.73 64.24 63.06 64.49
613 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 72.63 65.04 74.06 65.33 73.81 74.84 73.20 75.48 74.04 73.21 74.36 75.66 75.41 74.85 62.88 69.26 74.64 74.10 74.94 64.25 64.01 63.93 73.48 63.64 63.65 64.73
614 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.98 75.36 73.11 64.33 74.61 61.98 74.34 64.31 75.16 73.85 76.05 69.04 73.65 63.72 63.15 69.71 63.30 75.41 62.86 73.95 63.16 64.51 63.67 63.82 64.10 63.55
615 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.18 74.35 64.34 65.11 74.28 74.06 74.11 64.57 63.67 74.40 76.27 62.89 73.66 74.07 75.37 74.80 62.23 74.85 75.09 63.03 63.85 64.47 73.14 63.19 73.13 63.35
628 372 16 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 72.91 55.59 73.23 64.34 64.62 73.52 72.66 64.12 71.80 64.40 63.42 55.09 73.40 63.05 63.69 73.91 54.53 63.31 62.75 61.27 63.66 63.92 64.20 64.13 63.73 64.19
629 372 16 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 73.21 65.29 73.78 65.45 65.20 74.72 73.38 64.80 73.93 64.77 74.63 75.55 74.83 74.48 62.80 74.70 63.60 74.58 70.11 64.44 65.45 64.55 65.13 65.79 64.56 64.12
630 372 16 0.10 24 0.00001 48 1.000000e-08 0.000000e+00 66.14 64.95 73.16 65.13 74.10 74.41 83.89 73.07 66.41 73.74 56.52 63.30 74.36 74.72 64.50 74.16 66.27 74.08 64.52 64.38 65.28 64.91 65.11 65.49 63.85 64.32
631 372 16 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 72.74 64.45 74.69 64.85 64.81 75.54 74.00 73.53 64.33 73.99 73.85 74.65 73.13 56.00 64.05 72.71 63.88 72.53 75.82 62.85 63.47 63.54 63.53 63.67 63.90 63.50
644 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 73.32 73.94 83.20 65.08 74.03 75.02 75.02 63.89 73.83 73.19 63.44 74.66 73.71 74.99 63.48 74.37 64.23 64.11 74.27 62.54 63.55 64.66 64.83 63.65 64.44 64.72
645 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.77 64.02 73.60 74.09 64.86 74.93 73.12 64.45 73.55 74.68 55.53 63.72 74.10 73.88 63.82 74.82 62.26 74.34 75.42 63.33 62.94 63.87 64.11 64.53 63.56 63.96
646 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.54 73.71 73.54 74.59 74.34 74.11 73.65 74.17 73.88 64.68 74.78 63.57 74.18 64.50 64.77 75.38 74.00 74.61 75.18 75.28 64.71 64.29 74.04 65.43 63.97 64.84
647 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.75 73.61 64.35 66.02 65.42 75.08 73.06 75.06 73.78 73.99 62.41 70.46 73.90 62.81 63.58 74.92 64.29 74.48 75.30 63.55 62.38 63.21 73.43 63.95 63.82 64.38
660 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 73.67 65.04 73.86 73.77 68.54 75.37 73.90 63.63 74.86 73.56 74.61 63.79 74.63 74.36 64.07 74.71 62.63 74.11 73.84 64.04 63.88 64.01 64.00 63.06 63.78 64.91
661 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.92 64.79 73.65 64.19 74.41 62.56 74.69 63.97 75.33 74.88 63.11 74.92 74.82 63.11 62.94 70.88 63.44 74.11 74.85 75.05 63.16 63.14 64.14 64.09 62.69 64.32
662 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 73.62 64.33 74.35 64.92 74.86 74.90 73.67 74.63 74.09 74.37 74.85 64.07 73.84 63.19 63.54 74.35 74.72 87.10 63.32 63.30 63.80 64.56 64.61 64.74 62.77 64.06
663 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.63 74.26 73.12 64.84 64.57 74.65 73.90 64.18 74.68 73.84 74.94 62.73 69.38 64.07 74.30 87.18 63.80 74.92 74.64 63.30 62.69 64.75 73.44 63.76 63.92 63.92
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 86.66 89.28 89.86 89.36 77.09 90.27 89.81 89.56 89.45 89.17 88.66 90.71 91.33 90.54 88.79 89.33 88.63 89.05 89.99 91.79 89.07 89.74 89.57 88.99 90.23 89.80
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 88.92 89.60 88.71 90.33 89.27 88.99 87.93 89.60 88.68 87.79 90.47 88.17 90.58 89.01 90.03 90.02 89.25 90.17 89.45 92.06 89.31 90.06 89.10 87.81 89.87 88.81
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 88.36 90.72 88.19 89.41 90.73 89.52 87.79 89.82 88.63 88.22 88.83 89.03 89.42 89.67 89.38 89.59 89.50 89.88 90.97 89.11 86.51 91.03 88.74 90.15 89.13 89.87
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 87.91 88.72 87.53 90.31 88.64 90.00 87.50 92.03 90.50 89.23 90.84 89.09 89.28 89.89 89.36 91.04 89.06 89.54 90.24 91.15 88.53 89.93 89.11 88.17 90.20 87.61
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.01 89.92 89.50 89.49 88.58 89.67 90.60 89.40 88.93 88.61 90.42 92.04 88.03 88.47 89.03 89.58 88.77 89.75 90.95 91.51 88.71 88.91 89.39 89.71 87.73 90.12
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.03 89.30 89.92 89.95 89.30 90.77 88.47 89.29 87.90 87.21 90.84 90.25 88.65 89.85 87.86 89.17 89.13 90.11 91.02 90.32 89.84 89.52 89.60 89.33 89.75 88.30
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.72 90.05 88.15 89.86 88.67 88.94 89.81 88.89 88.81 89.99 89.40 89.46 89.23 87.86 90.53 89.19 89.89 89.73 90.14 91.06 89.41 90.55 89.11 90.06 88.35 89.20
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.82 90.79 88.52 86.82 89.79 89.73 88.85 90.94 89.31 90.61 88.65 91.17 89.11 89.12 88.93 89.33 87.96 89.86 88.92 90.96 88.70 90.08 89.63 89.76 89.42 90.06
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.65 89.75 89.69 87.83 89.81 89.76 89.87 89.05 88.09 89.15 88.75 90.67 89.05 89.93 90.47 89.24 90.33 90.75 91.27 90.04 89.28 88.83 88.76 90.01 89.85 89.41
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.78 92.10 88.95 89.58 88.62 90.78 87.81 90.89 89.46 91.12 89.62 91.06 90.41 89.24 88.61 90.96 89.32 89.75 90.03 88.88 88.81 89.06 89.17 89.04 89.89 88.95
710 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.61 90.85 88.17 89.13 88.24 88.73 89.48 90.51 90.14 89.48 89.91 89.82 89.22 89.03 89.49 88.93 88.50 90.28 90.15 90.18 89.37 89.00 88.59 87.62 89.42 88.92
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.78 89.53 88.61 88.67 89.85 89.84 89.11 89.69 89.36 89.22 91.00 89.80 89.86 88.37 89.76 89.37 90.97 90.91 91.94 89.91 88.44 89.87 89.27 89.22 89.05 88.49
724 372 16 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 71.74 65.08 72.25 64.26 64.82 74.11 73.86 55.78 56.77 64.53 63.35 68.52 67.96 64.66 64.46 73.35 64.03 74.22 74.37 69.24 63.57 64.19 72.90 63.38 73.73 64.37
725 372 16 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 61.76 65.81 65.77 65.75 68.24 64.28 55.45 64.52 72.80 69.11 64.12 68.55 72.19 64.55 65.36 67.20 68.66 73.19 70.05 75.10 74.21 63.64 72.30 65.87 65.44 65.33
726 372 16 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 61.55 63.13 63.76 63.35 63.91 74.93 73.23 63.32 72.85 71.64 70.91 61.54 73.52 68.58 62.70 72.42 61.80 61.63 73.85 61.39 61.62 62.33 73.65 62.25 70.32 62.48
727 372 16 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 72.71 64.92 64.02 64.47 65.08 61.45 72.88 64.41 73.06 63.99 61.79 74.54 73.27 63.16 62.73 73.48 62.72 69.82 66.32 75.03 63.10 62.23 62.67 63.89 63.19 63.77
740 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 72.85 64.59 64.83 63.28 68.36 63.52 72.59 64.55 64.68 70.55 75.81 69.26 72.90 63.18 62.87 73.07 68.49 69.27 68.03 63.17 54.38 62.24 63.87 63.80 63.78 63.11
741 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 67.79 65.55 68.00 64.82 64.81 64.56 65.43 64.19 70.11 64.42 68.51 69.72 70.25 63.35 62.36 73.33 52.66 65.02 75.53 75.47 56.46 54.24 53.51 65.04 64.34 65.21
742 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 65.19 65.03 63.89 63.87 64.77 75.21 73.52 69.11 63.68 73.50 63.01 62.19 73.68 64.06 63.01 73.29 63.11 63.87 69.55 69.73 64.28 64.10 72.87 53.25 64.31 64.17
743 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 73.05 74.48 64.87 65.39 64.04 74.67 72.88 63.85 63.48 65.36 74.77 69.23 73.17 52.02 63.36 64.60 53.66 72.76 74.83 62.34 65.08 63.91 64.42 64.42 64.62 64.48
756 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 72.78 66.06 65.77 64.82 64.74 64.67 69.18 63.99 69.98 64.95 64.57 63.98 68.71 63.81 63.55 61.15 63.83 68.72 75.11 64.17 53.72 64.74 65.19 63.89 54.36 64.09
757 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.06 64.27 69.04 64.98 65.09 75.17 74.55 53.85 63.44 54.27 75.05 62.34 72.12 64.04 62.75 73.64 63.74 68.74 74.65 62.89 64.17 63.75 63.26 63.96 63.81 64.66
758 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 74.06 65.25 64.87 64.79 68.76 67.31 69.72 64.11 69.59 64.35 63.39 63.87 63.59 64.43 62.97 67.12 63.13 69.77 74.97 69.54 63.59 62.92 73.42 63.65 64.47 56.83
759 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 64.68 66.07 64.31 64.84 65.25 75.42 65.46 64.87 63.79 63.90 63.16 75.01 72.65 62.93 62.19 69.11 62.80 64.13 63.25 62.66 53.50 64.23 60.63 64.28 64.48 63.68
772 372 16 0.01 24 0.00100 48 0.000000e+00 0.000000e+00 66.27 63.28 68.46 64.90 64.84 74.76 72.20 64.29 72.86 63.77 69.67 70.54 73.74 73.65 64.07 73.32 64.02 69.81 75.79 73.93 64.76 64.10 72.41 63.74 64.22 63.69
773 372 16 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 74.06 68.88 64.53 63.48 63.68 66.37 73.93 63.77 63.05 62.71 75.36 68.65 73.37 72.97 62.16 73.06 62.95 72.91 71.02 63.55 65.85 64.64 55.65 63.32 64.42 63.61
774 372 16 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 73.92 64.72 69.85 65.20 64.48 64.10 73.57 64.97 67.18 66.07 65.06 68.91 72.51 63.52 63.88 73.55 64.69 67.92 72.99 75.73 64.44 63.72 63.76 63.58 64.94 64.59
775 372 16 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 63.16 64.20 63.54 63.50 62.60 69.39 72.13 61.02 63.43 61.27 83.27 74.48 69.53 62.92 58.88 70.71 69.34 69.69 73.48 60.33 61.78 61.65 71.93 61.83 51.23 61.56
788 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 68.12 64.51 73.37 64.81 64.70 64.26 67.77 65.02 68.81 56.07 75.15 74.77 73.73 64.12 74.12 63.18 69.93 71.86 75.12 73.82 63.44 64.43 65.36 64.65 73.35 63.85
789 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 73.83 65.33 67.66 66.36 65.15 67.15 73.38 64.72 72.86 65.65 75.34 64.45 73.66 69.41 65.55 64.62 53.59 70.62 63.82 74.87 54.70 53.87 72.14 65.45 65.25 64.64
790 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 56.32 64.91 66.59 65.31 65.58 74.20 68.48 64.31 64.34 63.82 74.35 61.28 71.43 69.54 63.22 71.68 63.88 70.56 74.90 63.32 64.30 64.47 73.39 64.27 64.04 64.38
791 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 70.54 67.73 63.61 64.57 64.16 63.15 73.50 63.08 64.90 62.54 62.98 62.17 73.57 61.88 63.18 63.16 55.88 70.02 74.19 69.92 63.78 52.93 53.40 63.59 62.42 63.49
804 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 63.73 64.71 64.04 65.03 64.61 68.75 74.01 63.43 63.37 69.92 62.68 63.19 69.54 53.54 63.73 63.54 62.50 73.07 63.58 63.35 62.80 64.52 72.39 63.79 63.78 63.53
805 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.70 65.88 73.78 65.64 64.65 62.29 63.69 63.96 63.48 63.86 63.84 63.00 70.33 63.61 63.85 69.43 62.83 63.72 63.55 74.56 64.61 64.21 73.40 62.90 64.68 65.40
806 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 66.31 61.77 64.87 65.78 65.19 65.06 64.79 69.22 73.28 64.03 74.01 74.85 72.44 69.08 63.10 69.42 63.34 72.88 72.03 75.17 64.43 63.55 54.78 64.53 54.07 63.42
807 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 65.80 64.21 64.35 65.98 64.71 63.22 68.73 70.24 64.95 70.66 64.66 75.05 73.40 63.23 64.34 73.87 63.29 60.96 74.87 71.05 64.02 63.13 72.39 63.49 52.22 64.51
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.08 89.50 88.91 90.29 89.43 88.21 89.17 89.24 89.77 88.66 90.54 90.82 88.91 89.49 88.46 90.14 90.60 90.94 91.19 90.69 87.35 89.92 88.68 88.97 89.06 89.50
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 89.49 90.42 89.03 89.52 89.51 90.21 89.71 91.20 90.70 89.58 91.12 90.34 89.88 89.62 89.70 90.41 89.02 89.30 90.74 89.42 87.55 90.42 88.47 89.95 88.29 87.83
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 89.37 89.54 88.25 89.26 89.72 90.02 89.28 89.64 89.64 88.36 91.69 89.49 90.17 88.07 89.43 89.40 89.05 89.89 90.87 90.75 89.22 90.42 88.35 76.53 90.18 87.17
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 88.98 90.33 88.84 90.41 89.24 89.86 90.42 89.33 89.25 89.45 90.12 90.77 89.83 89.45 90.72 88.42 89.63 91.17 89.84 90.10 89.22 89.34 89.18 89.08 90.07 88.91
836 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.76 89.86 89.29 89.29 89.00 90.76 89.66 90.63 90.15 88.80 89.43 89.00 89.17 89.28 90.16 88.88 89.75 88.35 88.86 91.11 89.60 88.83 89.96 88.80 88.98 89.17
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.37 89.93 87.54 89.24 88.40 90.26 87.15 89.00 90.05 89.47 86.98 91.35 89.32 89.71 90.15 89.39 90.01 89.67 92.72 90.66 87.94 90.64 88.78 89.27 88.65 89.74
838 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.79 90.90 88.41 87.51 89.84 89.66 89.22 89.41 88.99 88.09 89.66 89.73 89.16 89.17 88.08 89.62 89.39 89.83 91.18 89.71 89.92 88.71 89.01 89.24 87.38 90.37
839 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.01 89.65 88.34 89.74 90.12 89.27 89.61 88.79 90.12 88.59 88.93 89.76 90.28 89.20 89.80 88.74 89.50 89.13 89.56 90.26 89.20 89.00 90.44 88.66 87.74 88.31


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
388 372 16 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 92.46 89.69 91.86 92.46 91.09 93.00 91.90 92.42 92.28 92.82 92.11 90.81 91.94 92.80 75.58 92.97 92.05 49.17 91.42 72.84 93.78 76.58 91.87 91.47 92.98 88.49
389 372 16 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 91.13 92.42 92.26 91.34 89.82 91.96 84.91 91.15 93.73 92.03 91.74 93.07 92.53 49.17 94.54 92.02 94.50 74.16 93.17 93.24 92.88 93.86 93.21 94.12 92.86 93.66
390 372 16 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 91.46 76.10 92.10 93.27 94.62 92.49 91.46 87.99 94.08 94.60 86.89 87.21 92.42 92.45 90.47 95.73 85.05 92.86 91.67 92.43 93.59 92.63 92.68 75.74 93.07 76.79
391 372 16 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 93.28 73.60 94.14 93.08 91.61 92.43 92.24 91.48 93.02 92.12 93.59 93.54 94.54 91.41 88.68 94.25 86.65 92.77 92.21 92.37 94.16 93.91 73.49 92.62 93.73 93.09
404 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 91.20 92.59 91.40 93.20 88.55 90.55 92.98 94.69 92.35 91.36 93.09 91.62 91.65 92.22 88.88 89.28 74.46 92.67 92.11 92.24 93.80 90.70 91.91 92.66 93.45 92.13
405 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 93.18 93.14 91.08 94.07 93.56 92.23 94.11 94.05 92.83 92.30 49.17 93.09 92.16 91.92 91.21 93.88 92.25 92.61 92.95 91.66 93.57 93.48 73.92 75.43 92.92 93.08
406 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.27 92.74 92.08 92.86 85.32 90.20 93.15 91.49 92.44 91.89 93.51 92.68 93.64 95.38 90.96 93.56 90.90 90.91 93.58 92.57 92.92 93.44 93.55 74.33 94.09 89.93
407 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.26 89.59 93.33 91.66 92.45 91.55 91.87 92.20 93.14 93.26 94.11 92.76 92.50 94.29 74.87 93.09 94.20 91.60 93.27 91.05 94.23 90.74 83.53 93.22 90.29 95.05
420 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 92.94 90.61 91.33 90.31 91.00 90.21 91.08 92.39 93.57 91.38 49.17 92.71 93.23 92.50 88.31 94.43 90.81 93.20 91.50 91.08 92.90 91.32 93.07 93.10 88.82 94.19
421 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.49 91.02 94.16 89.91 91.79 93.09 92.60 95.06 91.78 90.62 93.37 93.36 93.49 94.48 94.17 92.36 92.78 90.33 91.57 93.09 94.29 49.17 91.97 93.09 92.60 91.72
422 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.56 92.79 92.31 92.41 94.17 92.95 91.38 90.43 93.64 93.59 92.08 93.84 93.28 94.17 92.44 92.46 95.24 89.79 93.72 92.53 90.20 94.03 93.89 75.11 93.32 94.05
423 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.73 92.58 91.37 49.17 93.48 91.72 93.43 93.99 93.64 91.51 90.46 94.21 92.99 91.56 90.65 92.89 76.70 90.57 93.92 91.61 93.94 94.43 93.46 93.57 90.43 93.34
436 372 16 0.10 24 0.00100 36 0.000000e+00 0.000000e+00 73.53 74.70 60.33 58.64 59.11 57.73 75.79 58.02 58.77 58.43 76.23 57.29 75.39 57.56 58.08 74.22 58.20 74.59 56.95 56.69 57.48 58.75 58.03 58.54 58.79 57.82
437 372 16 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 74.23 58.98 59.22 59.10 50.36 76.52 74.81 76.04 75.03 74.04 75.62 76.22 75.45 58.60 58.88 75.66 59.03 75.05 57.50 76.60 57.85 57.60 75.56 57.47 57.57 56.83
438 372 16 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 74.31 58.26 74.95 58.78 51.45 75.74 74.59 50.50 75.11 50.78 76.59 49.76 76.26 58.85 57.46 75.51 58.44 58.30 76.89 49.17 57.44 56.72 50.39 56.93 50.62 57.04
439 372 16 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 74.87 49.88 58.45 59.12 75.12 76.33 74.76 67.47 58.26 75.19 76.27 77.31 75.93 57.30 57.20 75.04 56.90 59.49 76.12 76.47 55.94 56.06 58.25 56.49 56.95 56.28
452 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 75.51 74.18 74.83 75.24 74.66 76.91 74.84 58.29 75.95 57.95 76.07 56.97 76.64 76.78 56.92 75.51 56.21 56.95 77.16 76.74 57.15 56.63 56.87 56.60 57.23 56.34
453 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 74.56 75.36 59.01 75.97 75.07 76.66 74.74 58.43 75.82 75.35 76.26 77.58 75.17 50.83 57.11 77.10 58.72 74.68 57.29 77.27 57.07 57.55 76.10 57.52 56.39 57.58
454 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 74.80 75.13 75.17 74.77 74.05 76.38 76.07 58.17 75.82 75.56 76.02 58.00 67.64 57.99 58.51 76.05 76.13 68.99 77.04 76.74 56.51 56.86 56.52 56.30 56.21 57.41
455 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 74.44 57.75 74.65 58.26 74.74 76.90 75.51 75.97 74.87 75.97 76.33 56.88 75.15 68.24 58.74 75.76 75.71 74.95 76.12 75.99 55.17 55.95 55.32 57.13 75.26 54.89
468 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.68 75.92 58.26 58.57 57.86 56.98 74.86 58.56 76.80 75.88 76.76 76.72 76.73 74.97 56.13 76.54 56.33 75.92 56.28 76.79 56.00 55.96 56.68 56.87 56.49 56.46
469 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 75.06 57.97 74.88 58.37 74.24 77.15 75.11 75.47 75.98 75.65 76.64 77.21 75.62 58.29 57.76 75.55 57.25 76.17 76.70 56.11 56.36 55.81 56.78 56.17 56.64 56.59
470 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 75.46 59.15 74.62 74.89 57.45 75.24 75.69 50.25 74.66 74.92 76.20 50.25 76.69 75.56 57.94 76.22 57.63 74.68 75.97 76.76 56.56 56.49 76.11 57.64 57.97 57.26
471 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 75.51 74.84 75.67 58.76 57.15 75.71 75.17 57.48 74.83 75.17 76.26 57.32 76.46 57.52 58.41 74.72 76.33 75.74 77.65 75.60 56.83 55.78 55.79 56.36 55.98 55.72
484 372 16 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 60.49 59.90 59.03 49.17 50.43 76.80 72.83 58.05 58.00 57.77 57.41 56.76 75.42 57.13 58.09 74.90 57.97 75.99 76.40 56.11 57.03 57.37 56.68 56.56 57.97 57.77
485 372 16 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 74.80 74.34 59.66 58.66 58.92 75.90 74.71 57.73 74.14 59.20 76.45 58.43 75.82 59.08 57.83 76.25 76.05 59.64 75.74 57.04 56.41 57.68 57.22 56.60 57.80 56.83
486 372 16 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 73.70 59.19 58.94 58.20 59.34 76.69 74.64 57.56 76.17 50.21 76.54 57.66 75.08 75.62 58.43 76.37 59.01 59.21 76.02 57.28 57.21 56.73 58.01 56.77 58.30 56.79
487 372 16 0.10 24 0.00100 48 1.000000e-08 1.000000e-08 50.65 59.41 73.75 57.96 58.41 76.47 74.86 50.38 75.24 76.22 76.30 56.85 88.48 75.58 57.26 70.24 56.47 58.24 77.94 77.13 76.76 56.07 76.40 55.49 56.79 55.36
500 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 74.80 58.14 74.29 75.39 74.55 76.51 75.60 76.68 75.19 76.45 56.95 57.01 89.76 55.66 58.50 76.60 56.96 74.67 76.91 77.24 55.61 57.19 56.62 56.72 49.17 56.21
501 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 75.06 75.16 75.35 58.35 58.83 58.11 74.45 58.00 76.22 75.93 76.25 76.96 76.07 75.67 76.14 75.86 57.36 75.87 77.18 77.00 56.54 57.04 58.26 57.14 57.18 56.67
502 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 74.13 74.74 74.96 74.50 57.77 75.83 75.72 57.89 75.34 75.79 49.17 56.63 75.45 57.47 58.30 75.82 58.36 75.72 76.99 76.67 57.43 56.35 56.73 57.36 56.43 57.38
503 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 74.39 58.87 74.43 58.61 59.44 75.65 75.42 57.99 76.04 75.15 76.64 69.60 76.43 56.98 58.51 76.02 57.49 58.85 76.06 57.50 56.18 55.88 49.72 55.92 56.17 57.22
516 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 74.24 57.80 58.70 57.71 74.30 76.09 75.61 58.25 75.47 58.25 76.81 76.79 75.68 56.88 59.43 76.11 57.43 75.40 76.47 76.71 57.90 56.58 56.85 56.88 56.67 56.85
517 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.52 58.07 58.51 74.00 58.39 77.11 91.02 57.24 75.83 75.42 76.72 76.16 75.97 75.67 56.45 76.77 57.10 75.39 57.37 76.48 55.97 54.92 76.10 55.24 57.01 55.79
518 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 74.46 58.45 75.26 58.20 73.92 77.38 75.16 56.97 91.53 57.61 76.20 57.44 74.88 73.93 58.47 68.84 75.96 68.21 75.43 70.33 56.42 55.57 56.02 56.16 56.33 56.19
519 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 74.00 57.32 74.74 75.18 74.49 57.22 75.50 58.48 75.83 75.80 76.50 76.84 76.01 75.97 57.12 75.85 57.75 75.49 56.45 56.32 76.32 57.60 56.53 56.19 56.92 56.60
532 372 16 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 91.89 90.53 87.36 93.95 93.46 91.33 91.60 90.62 93.01 94.00 92.87 92.06 85.30 93.46 93.35 92.15 75.39 93.05 91.58 93.40 94.03 94.46 92.90 77.29 74.60 93.03
533 372 16 0.10 24 0.00001 24 0.000000e+00 1.000000e-08 91.47 88.91 92.94 91.44 89.87 90.81 92.86 88.96 92.99 94.20 92.71 90.86 92.72 93.52 73.42 93.09 92.55 91.80 93.73 92.54 94.43 88.38 93.87 75.31 92.62 92.55
534 372 16 0.10 24 0.00001 24 1.000000e-08 0.000000e+00 91.51 91.80 89.85 89.46 74.66 88.43 95.64 93.73 92.69 90.90 92.77 91.63 91.66 94.14 92.67 94.61 95.08 93.71 93.06 92.72 90.91 71.23 94.03 73.89 71.77 89.73
535 372 16 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 89.30 92.92 91.89 88.98 91.74 90.07 92.11 94.88 91.24 93.67 93.05 93.88 92.94 93.03 93.78 74.69 91.15 94.21 73.70 90.52 75.49 93.95 91.57 92.41 74.97 92.18
548 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 89.03 92.79 93.49 94.28 92.94 88.51 91.35 92.39 94.17 91.73 85.27 86.36 93.46 92.22 91.28 93.81 90.53 89.63 93.24 90.72 93.81 93.78 91.17 74.72 93.93 93.68
549 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 93.98 88.80 94.48 91.85 90.00 92.54 91.06 86.92 91.93 93.35 92.98 93.26 93.04 94.11 91.40 93.18 94.84 93.51 92.50 93.66 84.77 93.76 93.93 94.89 94.13 92.71
550 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.10 94.94 88.43 91.80 93.66 92.35 91.99 94.37 94.49 93.11 92.25 90.29 91.19 94.81 93.11 91.18 93.04 93.21 91.77 92.37 93.85 92.10 94.19 93.47 93.77 93.12
551 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.45 93.77 93.24 93.12 91.85 90.02 89.41 92.58 89.82 93.47 92.58 93.20 94.07 93.17 89.16 75.30 92.02 93.68 92.36 91.91 94.81 93.61 94.02 72.98 92.11 75.49
564 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 93.24 92.84 74.26 91.57 93.22 91.50 90.98 93.16 92.56 92.02 92.16 91.78 92.96 93.74 91.82 92.56 94.44 92.53 92.31 91.08 94.24 77.89 90.77 91.97 74.56 94.17
565 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 93.52 94.17 93.04 92.29 93.17 91.59 89.45 91.97 94.70 93.76 92.18 91.23 91.70 93.10 93.45 93.40 92.83 88.85 93.27 91.83 93.33 94.23 93.56 77.11 90.49 91.82
566 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 90.93 92.12 91.81 90.66 88.55 92.48 90.45 93.14 92.14 91.73 92.91 91.92 93.46 91.89 90.82 91.43 91.91 92.03 91.08 93.42 93.59 92.58 93.24 93.06 91.71 93.44
567 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.66 91.11 93.90 91.10 90.77 92.79 91.65 92.73 93.94 94.00 91.00 92.60 93.95 91.06 91.55 74.35 90.21 89.88 93.15 92.08 93.91 93.53 93.45 75.05 93.06 73.94
580 372 16 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 74.70 58.72 59.07 59.95 59.97 57.40 75.49 58.53 76.44 74.98 50.90 56.75 74.12 57.99 57.74 76.19 57.66 75.59 76.57 56.87 58.78 57.73 57.46 58.26 58.99 57.57
581 372 16 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 73.99 58.83 74.25 59.43 74.61 76.25 74.37 58.64 75.39 51.29 76.43 76.57 74.44 58.33 59.06 74.22 58.69 76.11 57.45 57.78 57.05 57.08 57.23 57.84 58.40 56.94
582 372 16 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 50.37 59.56 73.99 74.78 73.55 57.91 74.51 59.40 75.72 75.56 75.48 57.08 58.26 74.01 59.43 74.91 75.78 58.72 76.22 76.22 58.06 57.81 57.81 57.57 57.51 57.94
583 372 16 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 74.37 58.87 74.90 58.56 74.03 76.87 58.38 57.48 50.56 75.72 69.86 76.15 75.71 57.49 57.66 75.47 55.90 75.06 76.85 55.88 56.13 57.05 56.78 57.32 55.90 56.35
596 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 75.09 74.60 58.88 58.41 58.70 76.51 76.27 57.34 75.60 75.67 77.49 76.94 76.27 57.48 56.66 75.99 56.86 57.80 76.88 76.33 57.50 55.86 50.20 56.48 57.19 56.67
597 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 74.63 74.78 74.16 57.74 74.92 76.02 74.18 57.77 75.35 49.70 76.83 77.10 68.11 56.82 57.18 75.86 56.97 75.34 76.60 77.17 56.26 56.02 56.25 56.34 50.37 56.10
598 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 74.03 74.69 57.62 74.88 59.69 76.80 73.92 75.52 68.05 75.60 89.56 56.95 75.49 74.97 58.74 76.20 58.08 74.79 77.47 49.50 57.33 56.09 56.71 57.18 57.10 56.43
599 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.99 58.51 75.03 58.05 74.81 75.67 75.15 74.43 75.91 57.84 76.51 57.04 75.06 74.74 58.24 69.51 57.32 74.95 57.35 56.54 56.44 57.36 56.46 57.85 56.01 56.11
612 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 75.06 57.77 74.33 74.80 75.63 75.99 76.19 76.07 76.29 57.51 76.33 56.38 76.38 56.69 75.61 75.42 76.60 76.12 76.69 76.10 57.03 56.26 56.52 56.93 56.32 57.04
613 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 74.57 59.32 74.41 59.62 74.24 75.29 74.71 76.07 75.90 75.65 75.91 76.20 77.01 76.92 57.88 68.68 75.58 75.82 76.90 56.35 56.98 55.94 74.37 56.93 56.67 56.36
614 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.57 75.12 75.08 57.85 75.05 56.86 75.54 58.00 74.65 75.65 75.62 69.23 76.60 57.62 57.44 69.18 58.57 74.86 56.96 76.37 57.07 57.08 56.41 56.94 57.31 56.05
615 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.68 75.09 59.67 58.02 74.89 76.09 76.34 57.85 57.50 75.26 77.04 56.71 75.03 74.54 74.48 76.32 57.41 75.53 75.96 56.65 56.12 55.96 75.80 56.80 76.94 56.50
628 372 16 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 74.25 50.07 75.01 58.38 58.39 76.51 73.94 57.66 74.81 58.29 57.53 50.00 76.78 56.47 58.35 75.76 49.42 56.53 55.41 55.27 56.09 57.24 56.91 55.59 56.53 56.53
629 372 16 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 75.00 58.78 74.77 58.39 58.36 75.97 74.67 57.44 74.98 57.92 76.46 76.34 76.43 75.49 58.38 75.98 57.33 75.53 68.08 56.85 56.94 57.79 58.20 58.24 57.63 56.85
630 372 16 0.10 24 0.00001 48 1.000000e-08 0.000000e+00 58.01 59.07 74.66 58.00 75.19 76.11 88.77 74.34 57.49 74.74 50.58 58.24 76.11 75.06 58.46 76.35 58.35 75.35 57.59 56.51 58.03 57.37 56.62 57.72 57.49 57.47
631 372 16 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 75.13 59.15 75.46 57.03 57.52 75.47 75.70 75.47 57.23 75.43 76.84 76.58 75.24 50.74 57.58 75.40 58.03 75.48 77.34 55.73 55.60 56.08 56.06 56.60 56.75 55.66
644 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 75.01 74.93 88.62 58.49 74.61 75.96 75.74 57.80 75.57 75.39 56.45 76.71 76.58 76.70 58.38 75.33 57.66 57.61 76.89 55.63 56.37 57.25 56.66 56.58 57.64 57.08
645 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 74.97 58.66 74.65 75.18 58.47 76.02 74.75 58.49 75.73 75.65 50.00 56.63 74.93 76.12 57.72 75.21 57.11 75.98 75.73 56.99 56.46 56.76 56.43 56.74 56.65 55.95
646 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.85 74.30 74.49 75.51 75.40 76.20 75.18 74.74 76.02 57.87 75.82 56.62 75.77 57.46 58.96 76.56 75.45 74.72 76.12 76.76 57.77 56.19 75.73 57.11 56.78 57.78
647 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 75.37 75.10 57.54 58.79 58.59 75.71 74.95 75.32 76.25 76.15 56.73 69.67 75.69 57.10 58.22 76.46 58.53 75.76 76.48 57.03 54.83 56.50 76.21 56.42 56.52 57.03
660 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 74.03 59.04 75.16 75.46 68.35 76.37 74.46 57.86 75.65 75.69 75.21 58.64 76.65 75.58 58.02 75.75 57.56 75.58 75.61 57.11 57.20 56.43 55.48 55.80 55.39 56.23
661 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 74.94 58.05 75.01 58.79 74.73 56.79 76.05 58.31 76.37 75.72 56.49 76.66 75.67 57.76 57.49 69.72 56.99 75.07 75.73 77.17 56.76 56.02 56.58 56.99 56.70 55.80
662 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 75.61 58.01 75.28 58.79 74.77 76.03 75.82 75.57 75.88 75.65 76.94 57.01 75.02 56.44 59.35 76.29 75.67 89.62 56.51 57.37 56.05 55.87 56.98 57.16 56.83 56.92
663 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 74.93 75.09 74.76 59.01 59.01 75.21 74.81 57.97 75.08 74.77 75.61 57.49 68.32 57.77 74.74 91.29 56.87 75.79 75.55 57.80 56.63 57.70 75.50 56.47 57.30 56.19
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 90.95 92.52 90.50 92.11 72.98 90.44 91.60 89.65 89.99 92.51 91.77 90.42 91.80 91.50 89.50 90.13 89.68 91.28 92.32 92.20 90.94 91.63 93.18 90.00 91.17 92.53
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 92.14 89.93 93.50 91.83 94.07 91.61 92.28 90.83 92.94 92.12 92.72 92.52 92.36 92.59 92.14 93.10 94.21 93.29 91.39 92.93 93.39 91.83 93.49 92.99 91.63 92.89
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 90.17 91.66 90.54 91.56 93.27 92.46 90.66 92.76 92.25 92.83 91.06 92.40 93.32 90.82 91.10 93.13 92.53 94.06 91.73 87.12 92.25 93.84 93.41 92.84 92.98 90.96
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 90.55 92.66 91.87 91.31 92.22 91.37 91.15 92.27 90.66 91.46 92.36 89.15 89.95 91.72 92.00 90.88 90.29 91.40 92.55 93.17 90.85 92.08 92.51 92.31 90.65 89.43
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.86 90.37 92.54 91.82 91.19 90.21 91.11 89.63 90.66 91.90 91.65 91.26 89.59 91.62 90.38 91.20 91.99 91.19 92.66 91.81 92.37 92.17 94.02 91.85 92.47 89.82
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 93.20 92.84 92.21 90.15 91.24 92.05 91.60 89.53 91.71 91.62 92.62 91.25 91.95 92.31 90.99 91.98 91.95 92.00 92.80 92.90 92.89 93.78 91.71 90.76 93.16 89.52
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.92 91.11 91.31 92.86 91.86 89.60 93.26 91.84 92.87 92.26 90.10 89.83 91.98 90.06 91.10 91.16 92.65 93.22 91.67 93.05 92.79 91.58 90.68 91.22 92.71 91.69
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.90 91.45 92.27 89.73 95.51 91.55 91.25 90.30 91.58 92.39 91.48 89.43 90.87 90.95 90.48 91.62 92.07 90.60 92.48 91.79 92.96 92.10 92.37 91.71 92.34 91.52
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.87 92.07 93.36 91.81 93.37 90.64 92.59 90.97 91.53 92.68 94.04 89.97 92.59 92.85 93.40 93.12 93.10 92.68 93.05 91.46 92.89 91.94 94.45 93.91 92.92 93.32
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.59 93.89 92.44 93.23 92.72 90.67 92.49 92.05 92.13 93.90 93.02 90.19 91.41 93.68 91.06 92.08 92.89 92.52 90.19 91.89 92.60 92.49 94.06 92.24 92.04 92.99
710 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.19 92.51 92.81 90.68 91.14 89.85 90.93 91.75 92.56 92.15 91.49 89.30 90.99 91.50 90.11 91.95 91.40 92.53 94.47 90.69 93.94 92.63 93.98 92.14 92.23 90.79
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.24 93.62 92.23 93.59 93.05 91.69 92.31 90.17 93.04 93.34 92.74 91.70 91.31 93.62 91.05 91.70 94.08 93.55 92.72 92.69 92.48 93.99 93.67 91.66 94.05 92.28
724 372 16 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 73.59 58.28 74.69 58.63 58.45 76.64 74.20 50.02 49.54 58.15 57.10 69.37 66.12 58.23 58.11 75.57 57.94 74.72 75.41 70.51 56.15 56.29 76.76 56.95 76.81 57.66
725 372 16 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 61.19 58.87 58.76 58.96 69.50 57.96 50.42 58.35 74.46 67.65 57.70 69.13 74.62 57.30 59.14 67.61 68.15 74.33 70.65 75.90 76.93 57.16 76.49 56.69 57.56 57.58
726 372 16 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 56.36 57.30 57.31 57.05 57.29 77.01 75.45 56.49 75.59 74.31 71.11 55.87 75.63 70.15 57.34 75.70 55.81 55.14 77.21 54.29 54.85 55.56 76.25 55.01 68.45 55.57
727 372 16 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 73.95 58.58 57.62 58.34 58.76 55.68 75.30 57.83 74.69 56.58 54.76 76.67 74.37 57.84 57.18 75.76 57.31 69.08 67.86 76.40 56.02 55.76 56.88 56.42 56.66 56.29
740 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 73.95 58.20 57.92 58.20 70.01 57.11 74.70 57.40 57.85 67.56 76.56 70.09 74.83 56.70 57.70 74.92 69.05 68.57 69.06 55.72 46.49 56.33 56.25 56.16 56.49 55.19
741 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.50 58.60 68.29 58.76 58.28 58.18 58.53 57.45 67.92 57.63 69.10 70.75 68.62 57.53 58.14 75.25 45.14 57.53 75.76 75.71 47.92 44.76 46.55 56.65 56.59 56.62
742 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 58.24 58.05 57.28 58.83 58.27 76.44 74.60 67.49 58.06 75.21 56.68 56.21 76.32 57.29 57.99 74.92 57.84 58.01 72.91 70.38 56.63 56.31 77.11 45.33 55.82 55.89
743 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.81 75.65 58.05 58.84 57.60 75.06 74.43 57.91 57.55 58.19 76.36 70.02 74.44 44.75 58.60 58.77 46.43 75.09 75.91 55.65 57.38 56.35 57.10 57.04 58.26 55.63
756 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.36 58.62 59.01 58.82 58.42 59.06 66.62 57.61 68.71 58.65 58.25 58.13 68.90 58.57 59.18 52.45 57.65 68.80 75.42 56.82 45.97 57.75 57.21 56.73 46.03 57.31
757 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 58.79 57.71 69.56 58.57 58.14 76.22 75.62 46.77 57.27 47.08 76.22 57.11 75.14 58.45 58.72 75.69 57.76 70.20 75.86 57.10 56.61 56.49 56.78 56.67 57.78 57.29
758 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 74.31 58.34 57.62 58.28 68.41 67.73 69.71 58.95 68.94 56.94 57.70 57.73 56.80 58.46 58.02 68.70 57.84 68.48 75.92 70.33 56.60 57.03 76.12 56.32 55.61 46.84
759 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 58.53 59.44 57.77 59.01 58.77 75.89 58.62 58.49 57.58 57.55 57.91 75.91 75.46 58.65 57.78 68.30 58.01 58.03 57.69 56.07 44.01 57.03 54.66 56.70 56.42 56.12
772 372 16 0.01 24 0.00100 48 0.000000e+00 0.000000e+00 59.25 56.71 68.49 58.46 58.77 75.36 73.97 58.95 75.58 57.19 69.73 70.42 73.97 75.35 59.01 75.63 57.54 67.93 76.30 75.87 56.18 56.79 77.16 56.74 56.41 55.94
773 372 16 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 74.48 67.60 57.40 58.20 57.09 68.10 75.11 56.91 56.33 55.90 76.74 70.00 76.47 75.48 57.04 75.41 56.94 74.68 69.95 55.80 57.75 56.44 45.55 55.73 57.28 55.57
774 372 16 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 74.23 57.50 69.19 58.54 57.65 56.84 75.19 57.21 67.04 58.11 58.33 69.03 74.48 58.16 57.94 75.87 57.38 68.47 75.24 76.90 56.91 56.85 57.29 55.41 56.44 56.41
775 372 16 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 56.43 57.39 57.01 56.92 56.01 69.55 74.72 54.54 55.96 53.20 85.06 77.14 74.93 56.30 53.43 69.84 68.92 68.89 76.39 53.80 53.25 54.89 76.62 55.06 43.79 54.28
788 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 67.70 58.20 74.86 59.49 57.37 57.81 68.18 58.58 67.39 47.53 75.70 75.85 75.21 59.67 74.63 57.70 68.01 74.69 75.43 76.98 57.91 56.18 56.48 57.82 75.54 57.42
789 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 74.52 58.89 68.69 59.78 58.60 69.27 74.39 59.06 74.17 58.40 76.40 58.69 74.33 68.73 59.12 56.44 46.24 70.12 57.23 76.16 47.01 46.08 75.87 57.63 58.80 56.56
790 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 50.37 58.56 59.01 59.21 58.77 75.33 68.53 57.84 57.82 57.68 75.08 55.51 70.19 69.12 58.54 69.24 56.85 68.32 76.34 56.85 58.49 56.31 75.24 57.21 56.54 56.13
791 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 72.08 68.15 57.80 57.60 57.72 57.04 73.92 56.94 57.51 55.68 57.30 56.76 74.16 55.13 58.47 55.60 48.56 69.69 76.69 70.84 56.13 43.75 46.99 57.74 56.98 54.99
804 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 57.60 57.85 58.20 58.71 58.51 69.88 75.09 57.49 57.15 69.43 56.85 57.35 67.66 47.45 58.65 55.51 57.90 73.87 57.50 56.34 55.59 57.05 76.22 56.28 56.47 56.42
805 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.02 59.22 75.40 58.56 57.92 55.30 57.07 58.22 58.01 57.57 58.00 57.87 68.88 57.77 57.89 69.38 58.00 56.97 56.93 76.52 56.24 55.64 75.66 56.34 56.11 57.75
806 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 60.39 54.34 58.19 58.85 59.06 58.00 59.01 68.91 75.47 58.05 75.36 75.40 74.47 69.28 58.79 69.03 57.89 74.81 70.45 75.26 57.91 57.80 47.31 57.54 45.78 56.26
807 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 59.61 57.41 58.93 59.26 58.85 56.78 68.35 67.16 57.58 68.93 56.85 76.18 75.42 56.69 58.30 75.09 57.72 53.25 76.63 71.14 56.92 58.50 75.97 56.56 43.39 56.60
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.38 89.65 93.37 93.01 91.20 90.50 90.01 92.18 90.52 92.74 91.27 90.24 91.99 92.44 90.42 92.14 90.96 92.94 91.96 90.36 91.20 92.50 91.46 92.45 92.12 92.58
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 93.08 93.16 92.14 91.84 90.93 90.55 91.01 91.54 90.09 90.33 93.92 88.18 90.85 91.21 91.57 87.73 89.22 90.23 93.17 90.76 92.28 91.45 91.44 90.64 90.79 90.11
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 92.95 91.39 89.84 91.76 93.37 91.85 91.90 90.62 93.46 92.27 92.82 89.22 93.00 90.62 90.18 89.74 90.59 92.88 91.62 90.80 90.97 93.07 91.00 75.10 91.98 91.18
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 91.89 92.24 92.08 92.06 92.71 90.55 90.60 91.95 91.04 92.14 92.50 91.33 92.68 92.09 91.72 91.65 92.00 92.45 91.43 89.89 92.38 91.71 91.99 91.79 92.03 89.11
836 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 92.62 91.49 93.06 90.01 90.61 91.15 92.38 91.81 91.43 90.26 92.76 91.52 92.00 93.01 91.52 91.67 90.13 90.60 92.95 89.49 92.37 93.39 90.86 90.27 91.64 91.20
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.28 91.14 92.05 92.18 93.17 90.15 88.48 89.84 91.94 90.59 89.71 93.14 92.68 92.66 92.21 92.41 94.76 91.87 92.79 90.95 94.37 92.66 91.93 92.63 91.49 91.20
838 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.49 92.34 91.40 92.78 92.67 91.98 88.27 91.89 89.87 91.81 93.42 90.98 91.51 92.40 91.82 93.62 91.55 92.38 90.43 91.39 92.98 90.89 90.79 93.42 90.64 89.95
839 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 93.57 92.50 92.86 91.27 92.28 89.81 93.37 91.63 92.07 92.29 91.01 91.61 91.89 91.69 92.32 92.12 91.61 91.69 91.27 89.99 91.82 91.64 92.76 91.90 92.32 91.03
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.08 89.50 88.91 90.29 89.43 88.21 89.17 89.24 89.77 88.66 90.54 90.82 88.91 89.49 88.46 90.14 90.60 90.94 91.19 90.69 87.35 89.92 88.68 88.97 89.06 89.50
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 89.49 90.42 89.03 89.52 89.51 90.21 89.71 91.20 90.70 89.58 91.12 90.34 89.88 89.62 89.70 90.41 89.02 89.30 90.74 89.42 87.55 90.42 88.47 89.95 88.29 87.83
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 89.37 89.54 88.25 89.26 89.72 90.02 89.28 89.64 89.64 88.36 91.69 89.49 90.17 88.07 89.43 89.40 89.05 89.89 90.87 90.75 89.22 90.42 88.35 76.53 90.18 87.17
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 88.98 90.33 88.84 90.41 89.24 89.86 90.42 89.33 89.25 89.45 90.12 90.77 89.83 89.45 90.72 88.42 89.63 91.17 89.84 90.10 89.22 89.34 89.18 89.08 90.07 88.91
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 86.66 89.28 89.86 89.36 77.09 90.27 89.81 89.56 89.45 89.17 88.66 90.71 91.33 90.54 88.79 89.33 88.63 89.05 89.99 91.79 89.07 89.74 89.57 88.99 90.23 89.80
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 88.92 89.60 88.71 90.33 89.27 88.99 87.93 89.60 88.68 87.79 90.47 88.17 90.58 89.01 90.03 90.02 89.25 90.17 89.45 92.06 89.31 90.06 89.10 87.81 89.87 88.81
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 88.36 90.72 88.19 89.41 90.73 89.52 87.79 89.82 88.63 88.22 88.83 89.03 89.42 89.67 89.38 89.59 89.50 89.88 90.97 89.11 86.51 91.03 88.74 90.15 89.13 89.87
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 87.91 88.72 87.53 90.31 88.64 90.00 87.50 92.03 90.50 89.23 90.84 89.09 89.28 89.89 89.36 91.04 89.06 89.54 90.24 91.15 88.53 89.93 89.11 88.17 90.20 87.61
836 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.76 89.86 89.29 89.29 89.00 90.76 89.66 90.63 90.15 88.80 89.43 89.00 89.17 89.28 90.16 88.88 89.75 88.35 88.86 91.11 89.60 88.83 89.96 88.80 88.98 89.17
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.37 89.93 87.54 89.24 88.40 90.26 87.15 89.00 90.05 89.47 86.98 91.35 89.32 89.71 90.15 89.39 90.01 89.67 92.72 90.66 87.94 90.64 88.78 89.27 88.65 89.74
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.01 89.92 89.50 89.49 88.58 89.67 90.60 89.40 88.93 88.61 90.42 92.04 88.03 88.47 89.03 89.58 88.77 89.75 90.95 91.51 88.71 88.91 89.39 89.71 87.73 90.12
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.03 89.30 89.92 89.95 89.30 90.77 88.47 89.29 87.90 87.21 90.84 90.25 88.65 89.85 87.86 89.17 89.13 90.11 91.02 90.32 89.84 89.52 89.60 89.33 89.75 88.30
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.72 90.05 88.15 89.86 88.67 88.94 89.81 88.89 88.81 89.99 89.40 89.46 89.23 87.86 90.53 89.19 89.89 89.73 90.14 91.06 89.41 90.55 89.11 90.06 88.35 89.20
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.82 90.79 88.52 86.82 89.79 89.73 88.85 90.94 89.31 90.61 88.65 91.17 89.11 89.12 88.93 89.33 87.96 89.86 88.92 90.96 88.70 90.08 89.63 89.76 89.42 90.06
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.65 89.75 89.69 87.83 89.81 89.76 89.87 89.05 88.09 89.15 88.75 90.67 89.05 89.93 90.47 89.24 90.33 90.75 91.27 90.04 89.28 88.83 88.76 90.01 89.85 89.41
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.78 92.10 88.95 89.58 88.62 90.78 87.81 90.89 89.46 91.12 89.62 91.06 90.41 89.24 88.61 90.96 89.32 89.75 90.03 88.88 88.81 89.06 89.17 89.04 89.89 88.95
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.78 89.53 88.61 88.67 89.85 89.84 89.11 89.69 89.36 89.22 91.00 89.80 89.86 88.37 89.76 89.37 90.97 90.91 91.94 89.91 88.44 89.87 89.27 89.22 89.05 88.49
Size of the All data:  (116, 29)
Size of the Sig data:  (17, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.38 89.65 93.37 93.01 91.20 90.50 90.01 92.18 90.52 92.74 91.27 90.24 91.99 92.44 90.42 92.14 90.96 92.94 91.96 90.36 91.20 92.50 91.46 92.45 92.12 92.58
1 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 93.08 93.16 92.14 91.84 90.93 90.55 91.01 91.54 90.09 90.33 93.92 88.18 90.85 91.21 91.57 87.73 89.22 90.23 93.17 90.76 92.28 91.45 91.44 90.64 90.79 90.11
16 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 92.95 91.39 89.84 91.76 93.37 91.85 91.90 90.62 93.46 92.27 92.82 89.22 93.00 90.62 90.18 89.74 90.59 92.88 91.62 90.80 90.97 93.07 91.00 75.10 91.98 91.18
0 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 91.89 92.24 92.08 92.06 92.71 90.55 90.60 91.95 91.04 92.14 92.50 91.33 92.68 92.09 91.72 91.65 92.00 92.45 91.43 89.89 92.38 91.71 91.99 91.79 92.03 89.11
15 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 90.95 92.52 90.50 92.11 72.98 90.44 91.60 89.65 89.99 92.51 91.77 90.42 91.80 91.50 89.50 90.13 89.68 91.28 92.32 92.20 90.94 91.63 93.18 90.00 91.17 92.53
13 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 92.14 89.93 93.50 91.83 94.07 91.61 92.28 90.83 92.94 92.12 92.72 92.52 92.36 92.59 92.14 93.10 94.21 93.29 91.39 92.93 93.39 91.83 93.49 92.99 91.63 92.89
14 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 90.17 91.66 90.54 91.56 93.27 92.46 90.66 92.76 92.25 92.83 91.06 92.40 93.32 90.82 91.10 93.13 92.53 94.06 91.73 87.12 92.25 93.84 93.41 92.84 92.98 90.96
8 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 90.55 92.66 91.87 91.31 92.22 91.37 91.15 92.27 90.66 91.46 92.36 89.15 89.95 91.72 92.00 90.88 90.29 91.40 92.55 93.17 90.85 92.08 92.51 92.31 90.65 89.43
7 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 92.62 91.49 93.06 90.01 90.61 91.15 92.38 91.81 91.43 90.26 92.76 91.52 92.00 93.01 91.52 91.67 90.13 90.60 92.95 89.49 92.37 93.39 90.86 90.27 91.64 91.20
9 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.28 91.14 92.05 92.18 93.17 90.15 88.48 89.84 91.94 90.59 89.71 93.14 92.68 92.66 92.21 92.41 94.76 91.87 92.79 90.95 94.37 92.66 91.93 92.63 91.49 91.20
6 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.86 90.37 92.54 91.82 91.19 90.21 91.11 89.63 90.66 91.90 91.65 91.26 89.59 91.62 90.38 91.20 91.99 91.19 92.66 91.81 92.37 92.17 94.02 91.85 92.47 89.82
12 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 93.20 92.84 92.21 90.15 91.24 92.05 91.60 89.53 91.71 91.62 92.62 91.25 91.95 92.31 90.99 91.98 91.95 92.00 92.80 92.90 92.89 93.78 91.71 90.76 93.16 89.52
10 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.92 91.11 91.31 92.86 91.86 89.60 93.26 91.84 92.87 92.26 90.10 89.83 91.98 90.06 91.10 91.16 92.65 93.22 91.67 93.05 92.79 91.58 90.68 91.22 92.71 91.69
11 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.90 91.45 92.27 89.73 95.51 91.55 91.25 90.30 91.58 92.39 91.48 89.43 90.87 90.95 90.48 91.62 92.07 90.60 92.48 91.79 92.96 92.10 92.37 91.71 92.34 91.52
5 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.87 92.07 93.36 91.81 93.37 90.64 92.59 90.97 91.53 92.68 94.04 89.97 92.59 92.85 93.40 93.12 93.10 92.68 93.05 91.46 92.89 91.94 94.45 93.91 92.92 93.32
2 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.59 93.89 92.44 93.23 92.72 90.67 92.49 92.05 92.13 93.90 93.02 90.19 91.41 93.68 91.06 92.08 92.89 92.52 90.19 91.89 92.60 92.49 94.06 92.24 92.04 92.99
3 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.24 93.62 92.23 93.59 93.05 91.69 92.31 90.17 93.04 93.34 92.74 91.70 91.31 93.62 91.05 91.70 94.08 93.55 92.72 92.69 92.48 93.99 93.67 91.66 94.05 92.28
Size of the test data:  (17, 34)

Difference

Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.59 2.74 3.11 2.32 1.42 0.34 1.30 0.34 -0.61 0.75 2.80 -2.16 0.97 1.59 1.87 -2.68 0.20 0.93 2.43 1.34 4.73 1.03 2.97 0.69 2.50 2.28 3
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.30 0.15 4.46 2.72 1.77 2.29 0.84 2.94 0.75 4.08 0.73 -0.58 3.08 2.95 1.96 2.00 0.36 2.00 0.77 -0.33 3.85 2.58 2.78 3.48 3.06 3.08 2
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.58 1.85 1.59 2.50 3.65 1.83 2.62 0.98 3.82 3.91 1.13 -0.27 2.83 2.55 0.75 0.34 1.54 2.99 0.75 0.05 1.75 2.65 2.65 -1.43 1.80 4.01 2
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.81 1.79 3.49 3.65 4.10 -0.11 4.68 1.16 2.67 2.78 3.40 -0.87 1.00 4.44 2.45 1.12 3.57 2.77 0.16 3.01 3.79 3.43 4.89 3.20 2.15 4.04 2
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.29 3.24 0.64 2.75 -4.11 0.17 1.79 0.09 0.54 3.34 3.11 -0.29 0.47 0.96 0.71 0.80 1.05 2.23 2.33 0.41 1.87 1.89 3.61 1.01 0.94 2.73 2
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.08 0.66 3.75 2.91 5.72 1.82 2.40 -0.64 2.27 1.78 2.83 -1.74 1.76 1.83 1.55 2.29 4.11 0.74 3.56 0.83 4.26 2.02 2.74 1.95 2.92 1.46 2
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.85 0.45 3.04 2.33 2.61 0.54 0.51 0.23 1.73 3.29 1.23 -0.78 1.56 3.15 1.35 1.62 3.22 1.44 1.71 0.30 3.66 3.26 4.63 2.14 4.74 -0.30 2
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.91 1.21 4.51 2.94 4.77 -0.11 1.33 0.84 1.89 1.12 2.73 1.79 3.36 2.95 2.06 3.02 4.75 2.20 0.07 0.29 6.43 2.02 3.15 3.36 2.84 1.46 1
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.22 2.32 3.67 3.98 3.56 0.88 2.72 1.92 3.44 3.53 5.29 -0.70 3.54 2.92 2.93 3.88 2.77 1.93 1.78 1.42 3.61 3.11 5.69 3.90 3.07 3.91 1
836 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.86 1.63 3.77 0.72 1.61 0.39 2.72 1.18 1.28 1.46 3.33 2.52 2.83 3.73 1.36 2.79 0.38 2.25 4.09 -1.62 2.77 4.56 0.90 1.47 2.66 2.03 1
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.64 3.94 4.34 1.00 3.58 1.37 3.65 0.24 0.16 2.23 1.52 0.06 0.67 1.83 2.64 -0.16 1.23 1.86 2.31 2.02 2.32 2.15 3.40 4.14 0.45 1.82 1
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.81 0.94 2.35 2.15 2.54 2.94 2.87 2.94 3.62 4.61 2.23 3.37 3.90 1.15 1.72 3.54 3.03 4.18 0.76 -1.99 5.74 2.81 4.67 2.69 3.85 1.09 1
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.91 1.91 3.24 1.65 3.47 0.69 0.18 2.62 1.79 2.69 2.38 0.56 2.85 2.64 1.00 3.23 2.37 1.28 1.59 -0.21 3.16 2.37 2.81 2.71 1.96 0.20 1
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.17 3.54 2.29 0.20 1.94 1.28 3.13 0.24 3.81 4.41 1.78 1.00 3.30 2.46 3.13 2.81 2.82 1.89 1.78 2.58 3.05 4.26 2.11 1.43 3.41 1.22 0
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.20 1.06 3.16 3.00 3.19 0.66 3.45 2.95 4.06 2.27 0.70 0.37 2.75 2.20 0.57 1.97 2.76 3.49 1.53 1.99 3.38 1.03 1.57 1.16 4.36 2.49 0
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.22 0.33 4.79 1.50 4.80 2.62 4.35 1.23 4.26 4.33 2.25 4.35 1.78 3.58 2.11 3.08 4.96 3.12 1.94 0.87 4.08 1.77 4.39 5.18 1.76 4.08 0
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.46 4.09 3.62 4.92 3.20 1.85 3.20 0.48 3.68 4.12 1.74 1.90 1.45 5.25 1.29 2.33 3.11 2.64 0.78 2.78 4.04 4.12 4.40 2.44 5.00 3.79 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.560000 0.900542
mAP_valid_abs_values_19 90.537647 1.010492
mAP_valid_abs_values_12 90.189412 1.029948
mAP_valid_abs_values_2 89.961176 0.766379
mAP_valid_abs_values_18 89.930588 0.719448
mAP_valid_abs_values_8 89.894118 0.904151
mAP_valid_abs_values_6 89.858235 0.683970
mAP_valid_abs_values_11 89.844706 1.207120
mAP_valid_abs_values_22 89.832353 0.672184
mAP_valid_abs_values_16 89.615294 0.694623
mAP_valid_abs_values_13 89.542941 0.790528
mAP_valid_abs_values_15 89.492353 0.805757
mAP_valid_abs_values_17 89.462941 0.751987
mAP_valid_abs_values_4 89.389412 0.928221
mAP_valid_abs_values_25 89.335294 0.761365
mAP_valid_abs_values_9 89.334118 0.778236
mAP_valid_abs_values_14 89.268824 0.720042
mAP_valid_abs_values_23 89.110000 0.440000
mAP_valid_abs_values_10 89.096471 0.962250
mAP_valid_abs_values_26 88.996471 0.875214
mAP_valid_abs_values_7 88.996471 1.051944
mAP_valid_abs_values_3 88.793529 0.724948
mAP_valid_abs_values_21 88.675882 0.888025
mAP_valid_abs_values_5 88.567647 3.018372
mAP_valid_abs_values_24 88.520588 3.156623
mAP_valid_abs_values 88.511176 0.766770


We then apply the hyperparameters to the test set and average the results.

Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.484118 1.221296
mAP_test_abs_values_22 92.482941 0.841485
mAP_test_abs_values_21 92.351765 0.931123
mAP_test_abs_values_19 92.204706 0.783255
mAP_test_abs_values_18 92.162353 1.133250
mAP_test_abs_values_11 92.149412 1.180712
mAP_test_abs_values_25 92.127647 0.881685
mAP_test_abs_values_10 92.078824 0.994867
mAP_test_abs_values_3 92.077059 1.037514
mAP_test_abs_values_14 91.985294 1.046632
mAP_test_abs_values_17 91.947059 1.622016
mAP_test_abs_values 91.917059 1.131463
mAP_test_abs_values_2 91.834706 1.214445
mAP_test_abs_values_4 91.815294 1.079775
mAP_test_abs_values_13 91.784118 1.025604
average_map 91.725747 0.584834
mAP_test_abs_values_9 91.637647 1.057778
mAP_test_abs_values_16 91.496471 1.358510
mAP_test_abs_values_7 91.451765 1.142323
mAP_test_abs_values_5 91.380588 4.909954
mAP_test_abs_values_20 91.368235 1.573163
mAP_test_abs_values_26 91.313529 1.346096
mAP_test_abs_values_15 91.224706 0.925973
mAP_test_abs_values_8 91.055294 1.068534
mAP_test_abs_values_6 91.002353 0.781837
mAP_test_abs_values_24 90.845294 4.185427
mAP_test_abs_values_12 90.691176 1.351762
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.08 89.50 88.91 90.29 89.43 88.21 89.17 89.24 89.77 88.66 90.54 90.82 88.91 89.49 88.46 90.14 90.60 90.94 91.19 90.69 87.35 89.92 88.68 88.97 89.06 89.50
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 89.49 90.42 89.03 89.52 89.51 90.21 89.71 91.20 90.70 89.58 91.12 90.34 89.88 89.62 89.70 90.41 89.02 89.30 90.74 89.42 87.55 90.42 88.47 89.95 88.29 87.83
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 89.37 89.54 88.25 89.26 89.72 90.02 89.28 89.64 89.64 88.36 91.69 89.49 90.17 88.07 89.43 89.40 89.05 89.89 90.87 90.75 89.22 90.42 88.35 76.53 90.18 87.17
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 88.98 90.33 88.84 90.41 89.24 89.86 90.42 89.33 89.25 89.45 90.12 90.77 89.83 89.45 90.72 88.42 89.63 91.17 89.84 90.10 89.22 89.34 89.18 89.08 90.07 88.91
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 86.66 89.28 89.86 89.36 77.09 90.27 89.81 89.56 89.45 89.17 88.66 90.71 91.33 90.54 88.79 89.33 88.63 89.05 89.99 91.79 89.07 89.74 89.57 88.99 90.23 89.80
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 88.92 89.60 88.71 90.33 89.27 88.99 87.93 89.60 88.68 87.79 90.47 88.17 90.58 89.01 90.03 90.02 89.25 90.17 89.45 92.06 89.31 90.06 89.10 87.81 89.87 88.81
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 88.36 90.72 88.19 89.41 90.73 89.52 87.79 89.82 88.63 88.22 88.83 89.03 89.42 89.67 89.38 89.59 89.50 89.88 90.97 89.11 86.51 91.03 88.74 90.15 89.13 89.87
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 87.91 88.72 87.53 90.31 88.64 90.00 87.50 92.03 90.50 89.23 90.84 89.09 89.28 89.89 89.36 91.04 89.06 89.54 90.24 91.15 88.53 89.93 89.11 88.17 90.20 87.61
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.37 89.93 87.54 89.24 88.40 90.26 87.15 89.00 90.05 89.47 86.98 91.35 89.32 89.71 90.15 89.39 90.01 89.67 92.72 90.66 87.94 90.64 88.78 89.27 88.65 89.74
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.01 89.92 89.50 89.49 88.58 89.67 90.60 89.40 88.93 88.61 90.42 92.04 88.03 88.47 89.03 89.58 88.77 89.75 90.95 91.51 88.71 88.91 89.39 89.71 87.73 90.12
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.03 89.30 89.92 89.95 89.30 90.77 88.47 89.29 87.90 87.21 90.84 90.25 88.65 89.85 87.86 89.17 89.13 90.11 91.02 90.32 89.84 89.52 89.60 89.33 89.75 88.30
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.72 90.05 88.15 89.86 88.67 88.94 89.81 88.89 88.81 89.99 89.40 89.46 89.23 87.86 90.53 89.19 89.89 89.73 90.14 91.06 89.41 90.55 89.11 90.06 88.35 89.20
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.82 90.79 88.52 86.82 89.79 89.73 88.85 90.94 89.31 90.61 88.65 91.17 89.11 89.12 88.93 89.33 87.96 89.86 88.92 90.96 88.70 90.08 89.63 89.76 89.42 90.06
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.65 89.75 89.69 87.83 89.81 89.76 89.87 89.05 88.09 89.15 88.75 90.67 89.05 89.93 90.47 89.24 90.33 90.75 91.27 90.04 89.28 88.83 88.76 90.01 89.85 89.41
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.78 92.10 88.95 89.58 88.62 90.78 87.81 90.89 89.46 91.12 89.62 91.06 90.41 89.24 88.61 90.96 89.32 89.75 90.03 88.88 88.81 89.06 89.17 89.04 89.89 88.95
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.78 89.53 88.61 88.67 89.85 89.84 89.11 89.69 89.36 89.22 91.00 89.80 89.86 88.37 89.76 89.37 90.97 90.91 91.94 89.91 88.44 89.87 89.27 89.22 89.05 88.49
Size of the All data:  (116, 29)
Size of the Sig data:  (16, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 89.38 89.65 93.37 93.01 91.20 90.50 90.01 92.18 90.52 92.74 91.27 90.24 91.99 92.44 90.42 92.14 90.96 92.94 91.96 90.36 91.20 92.50 91.46 92.45 92.12 92.58
1 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 93.08 93.16 92.14 91.84 90.93 90.55 91.01 91.54 90.09 90.33 93.92 88.18 90.85 91.21 91.57 87.73 89.22 90.23 93.17 90.76 92.28 91.45 91.44 90.64 90.79 90.11
15 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 92.95 91.39 89.84 91.76 93.37 91.85 91.90 90.62 93.46 92.27 92.82 89.22 93.00 90.62 90.18 89.74 90.59 92.88 91.62 90.80 90.97 93.07 91.00 75.10 91.98 91.18
0 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 91.89 92.24 92.08 92.06 92.71 90.55 90.60 91.95 91.04 92.14 92.50 91.33 92.68 92.09 91.72 91.65 92.00 92.45 91.43 89.89 92.38 91.71 91.99 91.79 92.03 89.11
14 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 90.95 92.52 90.50 92.11 72.98 90.44 91.60 89.65 89.99 92.51 91.77 90.42 91.80 91.50 89.50 90.13 89.68 91.28 92.32 92.20 90.94 91.63 93.18 90.00 91.17 92.53
12 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 92.14 89.93 93.50 91.83 94.07 91.61 92.28 90.83 92.94 92.12 92.72 92.52 92.36 92.59 92.14 93.10 94.21 93.29 91.39 92.93 93.39 91.83 93.49 92.99 91.63 92.89
13 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 90.17 91.66 90.54 91.56 93.27 92.46 90.66 92.76 92.25 92.83 91.06 92.40 93.32 90.82 91.10 93.13 92.53 94.06 91.73 87.12 92.25 93.84 93.41 92.84 92.98 90.96
7 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 90.55 92.66 91.87 91.31 92.22 91.37 91.15 92.27 90.66 91.46 92.36 89.15 89.95 91.72 92.00 90.88 90.29 91.40 92.55 93.17 90.85 92.08 92.51 92.31 90.65 89.43
8 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.28 91.14 92.05 92.18 93.17 90.15 88.48 89.84 91.94 90.59 89.71 93.14 92.68 92.66 92.21 92.41 94.76 91.87 92.79 90.95 94.37 92.66 91.93 92.63 91.49 91.20
6 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.86 90.37 92.54 91.82 91.19 90.21 91.11 89.63 90.66 91.90 91.65 91.26 89.59 91.62 90.38 91.20 91.99 91.19 92.66 91.81 92.37 92.17 94.02 91.85 92.47 89.82
11 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 93.20 92.84 92.21 90.15 91.24 92.05 91.60 89.53 91.71 91.62 92.62 91.25 91.95 92.31 90.99 91.98 91.95 92.00 92.80 92.90 92.89 93.78 91.71 90.76 93.16 89.52
9 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.92 91.11 91.31 92.86 91.86 89.60 93.26 91.84 92.87 92.26 90.10 89.83 91.98 90.06 91.10 91.16 92.65 93.22 91.67 93.05 92.79 91.58 90.68 91.22 92.71 91.69
10 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.90 91.45 92.27 89.73 95.51 91.55 91.25 90.30 91.58 92.39 91.48 89.43 90.87 90.95 90.48 91.62 92.07 90.60 92.48 91.79 92.96 92.10 92.37 91.71 92.34 91.52
5 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.87 92.07 93.36 91.81 93.37 90.64 92.59 90.97 91.53 92.68 94.04 89.97 92.59 92.85 93.40 93.12 93.10 92.68 93.05 91.46 92.89 91.94 94.45 93.91 92.92 93.32
2 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.59 93.89 92.44 93.23 92.72 90.67 92.49 92.05 92.13 93.90 93.02 90.19 91.41 93.68 91.06 92.08 92.89 92.52 90.19 91.89 92.60 92.49 94.06 92.24 92.04 92.99
3 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.24 93.62 92.23 93.59 93.05 91.69 92.31 90.17 93.04 93.34 92.74 91.70 91.31 93.62 91.05 91.70 94.08 93.55 92.72 92.69 92.48 93.99 93.67 91.66 94.05 92.28
Size of the test data:  (16, 34)

Difference

Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
821 372 16 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.59 2.74 3.11 2.32 1.42 0.34 1.30 0.34 -0.61 0.75 2.80 -2.16 0.97 1.59 1.87 -2.68 0.20 0.93 2.43 1.34 4.73 1.03 2.97 0.69 2.50 2.28 3
820 372 16 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.30 0.15 4.46 2.72 1.77 2.29 0.84 2.94 0.75 4.08 0.73 -0.58 3.08 2.95 1.96 2.00 0.36 2.00 0.77 -0.33 3.85 2.58 2.78 3.48 3.06 3.08 2
822 372 16 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.58 1.85 1.59 2.50 3.65 1.83 2.62 0.98 3.82 3.91 1.13 -0.27 2.83 2.55 0.75 0.34 1.54 2.99 0.75 0.05 1.75 2.65 2.65 -1.43 1.80 4.01 2
676 372 16 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.29 3.24 0.64 2.75 -4.11 0.17 1.79 0.09 0.54 3.34 3.11 -0.29 0.47 0.96 0.71 0.80 1.05 2.23 2.33 0.41 1.87 1.89 3.61 1.01 0.94 2.73 2
692 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.85 0.45 3.04 2.33 2.61 0.54 0.51 0.23 1.73 3.29 1.23 -0.78 1.56 3.15 1.35 1.62 3.22 1.44 1.71 0.30 3.66 3.26 4.63 2.14 4.74 -0.30 2
695 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.08 0.66 3.75 2.91 5.72 1.82 2.40 -0.64 2.27 1.78 2.83 -1.74 1.76 1.83 1.55 2.29 4.11 0.74 3.56 0.83 4.26 2.02 2.74 1.95 2.92 1.46 2
709 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.81 1.79 3.49 3.65 4.10 -0.11 4.68 1.16 2.67 2.78 3.40 -0.87 1.00 4.44 2.45 1.12 3.57 2.77 0.16 3.01 3.79 3.43 4.89 3.20 2.15 4.04 2
823 372 16 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.91 1.91 3.24 1.65 3.47 0.69 0.18 2.62 1.79 2.69 2.38 0.56 2.85 2.64 1.00 3.23 2.37 1.28 1.59 -0.21 3.16 2.37 2.81 2.71 1.96 0.20 1
678 372 16 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.81 0.94 2.35 2.15 2.54 2.94 2.87 2.94 3.62 4.61 2.23 3.37 3.90 1.15 1.72 3.54 3.03 4.18 0.76 -1.99 5.74 2.81 4.67 2.69 3.85 1.09 1
679 372 16 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.64 3.94 4.34 1.00 3.58 1.37 3.65 0.24 0.16 2.23 1.52 0.06 0.67 1.83 2.64 -0.16 1.23 1.86 2.31 2.02 2.32 2.15 3.40 4.14 0.45 1.82 1
837 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.91 1.21 4.51 2.94 4.77 -0.11 1.33 0.84 1.89 1.12 2.73 1.79 3.36 2.95 2.06 3.02 4.75 2.20 0.07 0.29 6.43 2.02 3.15 3.36 2.84 1.46 1
708 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.22 2.32 3.67 3.98 3.56 0.88 2.72 1.92 3.44 3.53 5.29 -0.70 3.54 2.92 2.93 3.88 2.77 1.93 1.78 1.42 3.61 3.11 5.69 3.90 3.07 3.91 1
677 372 16 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.22 0.33 4.79 1.50 4.80 2.62 4.35 1.23 4.26 4.33 2.25 4.35 1.78 3.58 2.11 3.08 4.96 3.12 1.94 0.87 4.08 1.77 4.39 5.18 1.76 4.08 0
693 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.17 3.54 2.29 0.20 1.94 1.28 3.13 0.24 3.81 4.41 1.78 1.00 3.30 2.46 3.13 2.81 2.82 1.89 1.78 2.58 3.05 4.26 2.11 1.43 3.41 1.22 0
694 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.20 1.06 3.16 3.00 3.19 0.66 3.45 2.95 4.06 2.27 0.70 0.37 2.75 2.20 0.57 1.97 2.76 3.49 1.53 1.99 3.38 1.03 1.57 1.16 4.36 2.49 0
711 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.46 4.09 3.62 4.92 3.20 1.85 3.20 0.48 3.68 4.12 1.74 1.90 1.45 5.25 1.29 2.33 3.11 2.64 0.78 2.78 4.04 4.12 4.40 2.44 5.00 3.79 0
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 90.642500 0.943296
mAP_valid_abs_values_20 90.525625 0.918484
mAP_valid_abs_values_12 90.263750 1.015532
mAP_valid_abs_values_18 90.029375 0.612497
mAP_valid_abs_values_2 89.967500 0.791054
mAP_valid_abs_values_22 89.895000 0.640926
mAP_valid_abs_values_11 89.870625 1.241813
mAP_valid_abs_values_8 89.848125 0.913033
mAP_valid_abs_values_6 89.801875 0.664382
mAP_valid_abs_values_16 89.661250 0.690197
mAP_valid_abs_values_13 89.566250 0.810398
mAP_valid_abs_values_15 89.450625 0.812990
mAP_valid_abs_values_17 89.445000 0.772882
mAP_valid_abs_values_4 89.395625 0.958297
mAP_valid_abs_values_25 89.357500 0.780628
mAP_valid_abs_values_9 89.283125 0.773871
mAP_valid_abs_values_14 89.268125 0.743651
mAP_valid_abs_values_10 89.115000 0.990670
mAP_valid_abs_values_23 89.056875 0.394119
mAP_valid_abs_values_26 88.985625 0.902736
mAP_valid_abs_values_7 88.955000 1.071995
mAP_valid_abs_values_3 88.762500 0.736971
mAP_valid_abs_values_21 88.618125 0.883555
mAP_valid_abs_values_5 88.540625 3.115237
mAP_valid_abs_values_24 88.503125 3.259298
mAP_valid_abs_values 88.495625 0.789143


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.560313 1.182940
mAP_test_abs_values_22 92.385781 0.825185
mAP_test_abs_values_21 92.317969 0.900358
mAP_test_abs_values_18 92.227187 1.074219
mAP_test_abs_values_19 92.216406 0.899200
mAP_test_abs_values_10 92.178750 0.806668
mAP_test_abs_values_11 92.153906 1.052475
mAP_test_abs_values_25 92.123906 0.852337
mAP_test_abs_values_3 92.040156 1.029608
mAP_test_abs_values 91.915469 1.128042
mAP_test_abs_values_2 91.869687 1.175872
mAP_test_abs_values_14 91.819219 0.963631
mAP_test_abs_values_17 91.797188 1.423725
mAP_test_abs_values_4 91.786406 1.010520
average_map 91.694225 0.559348
mAP_test_abs_values_13 91.692813 1.017327
mAP_test_abs_values_9 91.627656 1.089942
mAP_test_abs_values_16 91.472031 1.368468
mAP_test_abs_values_7 91.455938 1.023095
mAP_test_abs_values_20 91.392656 1.535277
mAP_test_abs_values_5 91.277656 4.919882
mAP_test_abs_values_26 91.201250 1.321816
mAP_test_abs_values_8 91.131094 1.033257
mAP_test_abs_values_15 91.110156 0.902850
mAP_test_abs_values_6 90.978125 0.821201
mAP_test_abs_values_24 90.823594 4.200018
mAP_test_abs_values_12 90.494531 1.255866


Summary using radar plot

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 56.06 66.88 66.05 65.01 73.09 65.77 56.21 65.69 66.87 65.02 63.98 63.94 65.88 66.24 65.26 66.21 64.37 67.91 63.49 74.29 67.28 67.71 67.66 67.71 68.37 66.53
385 372 8 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 66.66 65.92 68.14 66.21 65.32 62.60 65.41 64.64 82.60 64.55 55.89 66.09 56.20 52.66 62.78 64.07 64.68 65.37 63.36 63.47 65.16 65.56 66.31 64.95 66.13 65.78
386 372 8 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 70.15 66.14 65.56 66.42 56.43 71.34 65.08 67.88 64.43 65.71 63.02 63.96 73.16 65.44 64.50 71.93 66.34 66.31 61.49 63.09 66.05 66.08 65.67 65.41 65.12 64.42
387 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 64.89 66.29 67.10 65.46 64.47 64.86 55.84 65.27 66.42 65.01 64.85 64.46 80.01 71.52 65.43 64.78 65.91 64.73 71.66 73.04 66.94 65.70 54.90 66.38 64.85 65.94
400 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 72.39 65.01 64.84 42.66 65.33 64.01 71.85 66.22 61.73 64.82 65.24 60.95 60.89 63.96 63.46 64.72 64.31 64.07 63.03 62.07 65.86 66.51 65.66 66.38 66.59 67.04
401 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 42.66 65.66 64.70 64.69 65.37 62.77 72.11 64.51 65.43 73.35 75.67 65.58 74.71 64.87 63.79 56.05 64.44 63.75 64.77 65.15 67.20 65.46 64.47 64.26 64.70 65.71
402 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 72.97 73.20 65.66 64.96 65.74 65.03 67.16 64.55 72.99 65.23 73.79 63.57 72.37 65.52 64.01 56.02 64.89 65.39 74.71 63.73 66.52 64.22 65.09 64.91 65.94 64.97
403 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 71.75 66.17 55.51 66.02 64.20 74.55 71.51 72.03 65.87 72.00 42.66 42.66 72.26 63.90 64.02 73.14 62.67 63.22 62.15 62.03 66.57 64.42 64.35 64.55 64.92 63.59
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.74 64.65 65.54 66.16 65.43 65.59 42.66 65.12 73.23 73.42 62.85 62.92 72.80 64.70 64.79 73.77 64.37 72.52 87.76 74.80 66.43 65.86 64.91 65.99 66.08 65.26
417 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.53 64.78 64.80 65.05 65.03 70.07 73.52 74.14 64.05 65.26 74.12 61.26 51.48 64.01 63.28 74.20 64.70 64.19 61.49 62.51 72.58 65.67 65.01 63.25 64.61 65.05
418 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 73.11 66.27 64.34 64.60 64.99 63.27 73.63 64.26 73.33 64.63 69.58 64.16 74.83 64.57 64.33 73.31 65.07 65.26 64.34 63.44 65.06 64.99 63.80 64.60 64.18 42.66
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 65.10 65.20 72.41 65.40 73.86 63.92 68.34 64.52 73.38 64.53 75.07 68.43 73.91 63.72 64.83 75.21 64.13 62.76 75.33 63.64 64.60 64.85 63.22 63.63 64.83 85.30
432 372 8 0.10 24 0.00100 36 0.000000e+00 0.000000e+00 64.53 63.48 64.67 63.16 67.77 60.46 54.11 63.65 54.87 63.63 63.15 62.30 55.15 64.63 63.84 42.66 62.32 63.44 60.73 61.42 66.58 66.17 64.59 63.24 65.20 64.66
433 372 8 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 66.06 64.39 56.01 66.18 56.44 64.64 72.29 72.44 54.85 65.05 64.60 64.62 65.60 65.33 66.14 65.78 63.88 72.62 63.79 65.01 67.54 66.99 65.62 64.83 66.94 66.34
434 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 66.00 66.90 73.10 65.88 64.54 73.77 66.89 64.96 64.62 65.98 81.94 55.24 72.09 66.34 65.70 56.27 65.24 63.96 64.96 62.78 66.46 65.09 65.98 66.71 64.49 66.18
435 372 8 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 72.42 65.60 56.32 66.15 72.00 62.37 66.06 42.66 65.34 65.92 62.84 64.62 64.78 64.31 65.15 55.97 66.37 64.30 62.22 61.05 66.45 66.60 66.26 66.35 67.23 66.22
448 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 64.28 64.20 72.07 64.83 42.66 60.80 70.54 64.46 65.46 71.87 63.76 62.32 64.40 64.22 65.58 42.66 63.89 65.12 62.44 62.79 42.66 66.28 68.42 67.30 42.66 66.09
449 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.05 65.73 65.36 65.99 64.03 65.00 71.89 65.53 65.55 63.94 74.67 64.78 73.35 64.75 65.86 71.69 72.87 65.01 64.57 65.06 65.39 64.37 71.56 64.43 65.67 66.39
450 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 71.16 65.22 56.98 64.21 64.75 65.08 73.37 65.20 66.18 65.66 74.61 62.78 54.86 66.80 64.48 65.58 63.70 65.88 63.83 63.53 65.85 66.26 63.56 65.50 65.25 64.60
451 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 64.56 64.57 65.46 64.90 66.19 55.75 71.51 74.19 65.15 79.07 64.49 63.29 64.64 64.85 63.20 74.56 63.89 72.36 64.04 63.30 65.01 65.44 64.95 63.64 64.58 65.20
464 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 65.23 64.59 71.62 73.36 64.00 64.75 71.79 64.17 55.14 65.68 63.03 63.90 73.06 63.74 64.07 55.60 62.36 64.65 64.44 63.03 65.45 65.30 65.18 66.37 65.25 65.59
465 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.70 64.68 65.28 74.12 65.49 64.44 81.38 63.87 64.25 55.40 63.51 64.50 64.03 73.28 63.41 74.56 42.66 64.57 62.79 64.51 63.45 64.94 64.73 64.33 64.88 65.46
466 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 72.91 64.61 72.32 64.06 66.08 64.85 66.07 65.06 55.13 65.22 62.02 74.22 73.11 69.48 64.03 64.69 63.94 72.08 64.52 64.66 64.35 64.87 65.57 65.44 65.82 42.66
467 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 64.39 64.76 65.12 65.69 64.53 64.65 72.78 63.54 84.73 84.49 64.81 85.44 64.60 63.15 64.28 73.86 63.71 64.13 65.87 70.14 65.00 63.91 65.31 65.08 64.03 66.62
480 372 8 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 69.53 64.52 64.70 65.43 69.04 63.18 65.91 67.18 64.47 64.86 63.65 64.14 72.12 64.73 65.01 56.31 63.96 63.21 62.32 61.80 65.44 63.63 65.89 66.20 65.65 64.61
481 372 8 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 66.64 65.17 64.77 55.53 65.09 73.41 55.45 65.45 64.89 65.47 73.37 63.95 67.10 64.87 66.04 73.92 66.10 64.55 66.96 63.45 66.80 51.33 42.66 64.33 65.60 65.15
482 372 8 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 70.31 66.32 64.06 42.66 65.83 63.20 66.50 65.59 64.95 64.33 65.22 66.84 64.41 65.45 65.34 64.90 65.74 63.44 61.60 63.31 65.76 67.04 64.77 66.51 65.04 67.11
483 372 8 0.10 24 0.00100 48 1.000000e-08 1.000000e-08 69.58 70.94 55.22 42.66 63.19 55.69 55.26 62.50 64.46 72.11 63.39 55.92 71.29 62.62 42.66 70.81 62.10 71.71 60.80 60.84 63.43 61.77 61.57 61.38 62.64 60.75
496 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 70.85 64.62 64.59 64.05 62.65 62.77 72.30 62.54 64.21 64.03 66.64 64.83 60.61 64.47 64.76 66.46 65.63 64.97 64.45 63.45 67.08 65.59 66.41 64.86 66.20 65.86
497 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 64.65 70.23 65.65 63.31 63.63 73.85 74.04 66.67 72.63 55.87 75.29 64.28 72.46 54.72 42.66 72.29 72.25 63.55 55.81 54.32 65.32 66.92 64.39 64.30 50.85 64.41
498 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 72.88 65.84 56.13 64.89 73.54 64.59 64.48 72.10 65.69 64.26 62.84 64.08 73.29 64.55 65.31 63.49 63.09 66.35 63.71 63.09 65.06 65.88 64.69 63.69 65.56 64.48
499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 69.98 66.20 71.38 65.40 63.73 73.36 70.52 65.02 71.78 65.72 69.12 64.20 72.52 55.09 64.38 57.37 64.11 65.35 84.89 64.01 65.41 66.46 65.12 65.01 64.75 64.63
512 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 66.00 65.80 65.80 64.49 65.90 74.43 72.82 65.64 68.33 64.98 74.67 65.56 74.84 64.69 63.40 72.51 63.66 63.49 62.69 63.08 62.69 64.19 63.91 63.69 65.93 63.53
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.19 64.65 42.66 73.40 65.58 72.55 64.46 63.90 65.23 63.90 61.33 69.27 86.03 64.51 65.15 74.11 74.24 73.98 63.18 63.95 65.69 65.24 64.16 64.39 64.13 64.90
514 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 69.64 66.10 55.89 65.26 65.53 72.64 72.73 64.84 71.61 65.36 74.61 62.31 73.98 64.32 63.52 63.28 65.26 63.83 63.91 63.72 64.93 65.08 64.35 64.21 65.12 64.93
515 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 73.79 64.31 65.13 64.59 73.60 63.26 72.39 64.24 55.74 54.58 75.63 63.39 74.04 68.01 63.16 63.55 63.30 63.40 62.90 65.08 64.83 64.31 64.87 64.50 64.73 63.10
528 372 8 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 65.51 65.08 57.96 66.24 66.01 62.03 71.74 66.10 66.70 66.55 64.98 61.57 72.38 66.09 65.32 72.07 65.30 71.91 56.11 64.39 62.85 66.38 67.15 65.56 65.97 67.13
529 372 8 0.10 24 0.00001 24 0.000000e+00 1.000000e-08 70.89 64.97 64.79 64.24 64.41 62.70 64.79 63.60 55.36 64.30 63.99 61.62 72.66 63.55 64.08 51.69 63.61 62.62 64.91 63.28 65.10 65.09 64.75 63.59 66.60 65.74
530 372 8 0.10 24 0.00001 24 1.000000e-08 0.000000e+00 54.13 62.95 64.22 65.75 64.71 64.34 68.83 64.88 64.76 64.73 62.53 61.38 63.49 63.66 64.18 64.02 63.29 55.26 63.44 64.45 64.97 64.74 65.48 62.47 64.93 63.89
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 56.23 65.86 63.78 65.50 64.89 63.95 66.94 66.47 56.52 64.51 83.58 64.84 72.67 66.31 64.66 65.60 64.97 69.89 64.45 64.35 67.09 66.78 67.35 66.80 66.72 65.45
544 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 64.04 67.55 66.33 65.41 66.35 64.07 71.28 65.07 65.88 64.44 66.38 63.84 72.67 62.82 72.75 65.66 65.59 65.03 62.90 62.94 65.30 65.93 64.86 65.65 65.98 65.39
545 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 66.02 64.14 64.84 64.02 64.06 63.24 63.58 64.59 65.87 65.25 73.74 75.59 73.13 65.05 64.67 54.45 65.27 64.18 72.53 55.56 66.51 63.77 64.21 63.95 64.56 65.22
546 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 72.79 65.12 56.15 64.96 66.69 73.91 66.95 65.17 66.64 66.31 75.03 64.59 72.78 64.99 63.46 53.40 65.92 56.38 65.41 64.37 66.66 65.40 64.33 65.56 65.37 65.21
547 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 72.66 65.13 63.50 64.74 64.40 73.79 64.11 74.07 63.31 64.68 73.90 64.92 72.55 63.07 63.65 73.05 65.42 55.59 62.17 60.90 64.69 65.52 65.32 82.38 63.77 65.15
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 73.74 61.53 64.75 65.20 42.66 56.14 72.15 65.68 81.40 65.47 72.86 62.17 72.25 74.31 64.88 65.29 64.70 72.66 73.59 61.97 64.53 65.55 64.40 65.13 64.57 64.58
561 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 56.12 64.93 65.42 64.71 64.69 64.21 64.45 65.69 73.79 65.10 69.05 63.23 68.81 64.09 63.60 64.02 63.81 64.62 73.90 60.43 65.15 66.21 80.49 65.09 63.83 64.37
562 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 71.99 65.72 65.54 64.87 64.70 64.61 69.00 73.71 65.46 73.01 65.70 63.93 72.79 63.81 64.63 65.91 64.21 74.25 64.40 64.35 64.71 64.84 64.58 66.12 64.60 64.05
563 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.69 65.64 71.80 64.83 65.06 63.36 65.39 64.04 72.98 55.30 64.42 64.04 64.22 64.08 64.47 84.90 63.63 74.30 64.16 62.30 65.97 64.89 63.88 64.47 64.51 62.77
576 372 8 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 65.45 65.07 63.87 66.27 42.66 61.94 71.42 64.66 66.18 65.52 63.39 64.02 72.69 64.85 65.08 65.94 64.76 63.62 65.57 55.34 65.95 67.48 66.72 67.36 65.30 65.76
577 372 8 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 72.45 65.35 65.41 62.95 63.32 63.06 81.72 64.50 68.12 63.30 71.49 65.04 71.42 64.52 63.54 64.28 62.74 63.71 63.90 63.53 65.76 64.14 66.35 64.98 63.61 64.92
578 372 8 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 70.58 65.89 65.17 66.87 64.59 65.14 56.39 65.36 55.47 66.58 62.36 63.62 71.85 64.92 66.06 66.14 64.97 66.24 64.91 62.11 64.94 66.29 65.57 66.26 64.93 66.80
579 372 8 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 71.63 68.08 64.17 63.34 66.02 70.44 66.76 66.57 65.12 65.23 56.83 63.88 71.90 63.99 65.66 64.13 65.90 67.46 64.26 62.83 66.52 67.22 66.48 65.37 65.82 67.06
592 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.62 64.35 65.19 65.62 66.99 63.80 66.29 65.41 71.80 72.20 79.85 64.30 72.04 65.22 64.14 65.50 63.04 64.02 59.14 64.75 66.98 67.10 64.28 64.41 65.42 65.44
593 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 72.90 62.15 64.09 64.04 64.58 62.98 72.39 65.57 66.14 64.71 65.11 63.23 72.59 63.76 64.06 72.08 64.79 64.73 62.80 63.90 66.51 65.38 64.83 64.27 64.57 64.36
594 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 71.88 63.25 55.95 64.35 71.30 63.63 71.93 64.01 56.05 65.09 72.07 63.40 73.95 63.89 63.93 69.32 64.50 63.87 73.06 63.73 62.90 64.43 64.75 64.65 65.14 65.68
595 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 72.58 65.15 65.49 65.33 66.85 62.59 73.44 65.93 71.54 66.57 62.81 64.91 74.00 63.56 65.01 74.02 64.43 66.05 74.51 69.59 66.41 65.79 64.26 65.18 66.29 65.35
608 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.81 65.64 65.39 64.61 73.14 64.77 72.65 65.63 64.14 63.84 74.56 64.38 65.56 63.16 64.40 63.58 66.82 81.12 62.62 67.76 65.99 65.46 65.34 65.10 65.93 66.55
609 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 65.76 65.39 73.13 64.42 65.86 75.29 71.27 64.27 64.69 73.76 75.10 64.05 64.29 65.09 64.56 74.58 63.45 64.17 64.76 74.91 63.23 66.05 63.70 64.16 64.29 64.78
610 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 72.45 63.67 64.95 65.18 65.46 65.00 73.08 65.19 72.65 64.22 69.95 63.12 55.98 64.70 64.67 74.56 64.26 64.99 64.61 74.51 63.52 65.35 72.94 64.63 64.47 64.80
611 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 72.52 65.51 71.91 65.36 64.95 62.18 73.27 65.08 65.27 66.21 75.26 64.54 74.54 64.23 62.19 64.61 64.57 74.39 74.12 62.89 65.45 64.90 64.54 65.46 65.56 65.09
624 372 8 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 72.50 65.31 64.36 64.67 62.12 63.86 55.31 68.35 65.81 65.67 64.53 62.16 71.27 59.84 64.54 72.61 64.17 66.18 62.99 62.00 65.40 67.11 66.36 66.27 66.53 67.37
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 67.52 66.97 65.25 67.13 66.44 65.47 65.58 66.18 65.94 66.18 63.98 64.93 72.96 66.17 67.37 73.64 66.35 55.58 65.33 64.41 65.73 67.01 65.35 67.73 66.13 66.99
626 372 8 0.10 24 0.00001 48 1.000000e-08 0.000000e+00 59.01 63.76 58.64 65.30 63.46 62.88 71.61 63.55 72.34 64.77 60.08 62.80 64.70 62.59 62.79 74.03 63.03 63.79 72.38 61.26 64.20 63.39 64.98 64.79 64.68 64.95
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 67.61 65.76 64.91 67.29 67.01 82.55 66.77 66.77 66.50 67.18 63.62 64.87 67.88 55.79 65.43 68.07 65.34 66.37 66.28 66.87 68.10 67.84 68.29 68.22 68.61 68.61
640 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 65.48 63.49 65.59 66.58 70.88 73.98 70.90 64.98 65.34 65.10 65.41 62.57 71.92 63.90 64.77 71.58 64.57 63.50 69.46 63.29 68.06 64.13 66.02 65.16 66.64 64.25
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 72.99 72.89 64.39 64.30 62.62 71.98 65.09 64.75 76.33 72.48 63.81 64.03 64.11 84.72 64.46 73.45 63.97 72.02 74.01 63.64 65.64 64.75 64.82 65.45 64.39 64.83
642 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 63.03 64.52 65.33 65.43 64.79 74.78 65.19 65.97 70.70 55.70 73.63 64.12 83.66 64.57 63.76 73.40 71.78 64.45 73.51 63.06 65.44 66.13 64.41 64.65 65.36 66.62
643 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.06 73.06 64.23 64.66 64.47 55.38 55.17 63.79 65.21 63.30 64.47 60.61 54.17 63.67 61.99 63.49 64.22 53.80 62.92 63.12 64.85 64.35 63.50 64.27 65.11 64.77
656 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 55.02 72.01 63.64 65.71 63.43 85.59 73.09 64.92 65.60 63.00 75.06 63.83 73.20 73.91 64.85 72.42 64.90 64.05 62.95 63.78 67.28 65.62 66.13 64.09 63.42 66.50
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 83.68 64.56 72.66 63.99 65.17 75.05 73.02 64.82 72.20 73.67 63.14 70.02 72.48 63.27 64.13 54.49 75.42 73.04 63.70 62.79 64.75 64.00 64.28 63.94 64.04 66.23
658 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 62.54 65.48 64.84 63.42 64.62 61.88 71.24 63.62 64.31 65.68 73.31 63.23 82.65 64.74 64.87 73.53 63.53 72.97 62.76 60.94 65.04 63.22 64.84 65.99 64.33 63.65
659 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.47 65.31 71.83 64.52 64.80 61.04 66.56 64.48 64.44 64.90 74.34 63.98 73.69 64.71 64.14 74.29 73.56 63.51 63.97 63.81 65.35 64.79 66.83 65.62 64.06 64.74
672 372 8 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 69.82 63.49 62.63 62.74 67.17 63.08 68.39 62.38 61.81 63.19 73.48 67.59 71.62 61.14 62.67 53.47 61.93 67.20 73.94 68.77 62.21 60.78 62.27 62.19 62.46 61.47
673 372 8 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 63.87 62.43 67.01 64.09 64.17 64.01 74.13 63.22 59.46 64.11 65.26 67.16 73.26 63.31 63.60 55.10 63.36 60.66 61.52 62.51 64.16 63.39 63.99 63.62 64.58 64.38
674 372 8 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 63.19 64.80 65.93 65.67 65.53 63.87 64.82 63.88 64.09 66.22 64.47 63.26 72.65 62.49 62.27 72.17 63.54 63.93 55.18 73.69 63.31 81.68 64.80 63.69 63.90 63.62
675 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 73.07 66.07 65.69 65.83 65.61 74.69 67.84 65.82 68.83 65.81 63.97 63.58 72.56 55.50 65.91 69.00 69.03 68.52 74.34 64.77 64.28 64.99 73.62 65.26 65.87 65.85
688 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 66.40 64.94 66.88 65.34 65.68 74.88 64.82 65.56 65.50 65.72 63.46 64.24 72.58 55.12 70.68 73.46 64.11 73.15 64.34 71.20 65.23 51.82 73.46 65.68 69.83 65.25
689 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 56.98 64.47 65.13 64.58 64.23 74.12 65.19 63.83 62.85 64.39 75.56 62.92 68.95 68.59 63.17 68.65 65.34 68.64 63.40 74.96 63.32 63.56 72.65 52.01 64.02 64.14
690 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 65.99 64.44 64.52 64.09 64.51 63.65 72.95 67.70 64.76 63.76 74.81 63.46 68.81 64.28 63.69 73.62 64.09 63.46 74.26 74.39 63.59 64.36 54.25 56.31 64.51 51.50
691 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 67.70 65.24 64.90 64.69 65.20 65.13 72.00 64.76 72.97 65.25 73.57 64.16 67.97 55.48 64.57 73.61 67.83 68.88 73.89 64.57 66.41 63.89 67.46 63.72 64.81 64.78
704 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 67.92 70.43 65.08 64.65 65.16 67.29 73.73 69.93 64.74 64.59 75.08 63.39 68.03 69.09 65.16 70.68 52.27 64.71 63.16 68.13 64.98 62.79 72.20 65.03 64.31 64.37
705 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 68.89 65.21 64.88 65.89 64.81 75.13 69.36 54.05 64.22 70.18 63.14 62.86 69.64 63.95 62.98 69.79 62.73 69.96 75.75 62.55 62.57 52.47 63.79 64.05 63.79 63.82
706 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 67.79 69.72 64.57 64.95 65.95 63.92 68.20 64.54 64.79 69.41 64.39 68.64 69.87 63.83 63.70 73.38 55.81 64.87 69.29 74.91 64.22 63.99 55.84 64.78 66.04 65.26
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 66.75 64.36 65.34 64.54 64.52 66.70 73.02 63.07 70.19 64.33 74.11 68.87 66.97 73.75 63.02 63.58 63.57 67.93 74.90 62.94 54.28 53.38 72.16 63.87 64.18 63.84
720 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 72.55 65.11 65.86 65.46 65.03 64.04 68.11 51.36 64.95 64.88 63.59 67.45 72.77 64.95 63.82 74.42 64.18 63.15 74.42 69.17 64.14 64.92 72.99 64.52 64.29 54.36
721 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 66.43 65.01 64.91 65.64 71.60 65.26 68.66 64.41 64.73 64.37 74.73 63.04 63.94 63.62 64.06 72.05 63.90 65.65 75.28 64.30 65.06 65.86 65.20 65.59 65.55 56.85
722 372 8 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 65.91 62.09 63.36 63.60 63.26 63.78 69.48 62.49 55.01 63.62 63.07 73.56 73.14 62.66 63.93 72.86 63.29 72.85 71.12 73.22 61.61 62.16 72.50 63.15 62.97 62.65
723 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 65.57 65.80 67.77 65.06 65.55 65.41 65.80 65.51 65.98 65.72 73.60 67.05 64.35 62.76 65.73 67.63 64.07 55.24 74.41 74.91 65.01 64.76 72.43 65.96 64.68 65.82
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 66.19 66.02 67.08 65.09 65.56 74.08 72.91 64.52 63.40 68.33 74.33 64.05 66.63 54.50 63.21 69.87 54.43 63.66 69.69 69.10 64.51 63.75 72.94 63.84 64.32 64.99
737 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.02 64.34 64.36 65.17 65.03 68.21 65.49 69.78 70.22 60.39 75.51 63.82 69.49 63.14 64.93 64.49 69.53 73.65 74.57 63.14 65.54 64.54 73.37 51.49 66.06 64.72
738 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.83 65.23 60.20 64.84 65.28 68.32 64.65 69.92 65.31 65.06 64.05 64.70 72.53 63.47 68.66 70.20 63.38 64.98 63.96 63.80 65.78 63.42 73.25 64.51 65.31 64.51
739 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 67.53 64.81 65.21 64.65 65.08 68.15 70.29 64.80 69.15 65.15 64.73 63.16 69.46 63.22 62.83 68.92 63.18 63.10 73.61 63.27 64.98 64.49 72.82 64.81 64.58 64.73
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 66.87 65.09 73.21 64.70 68.01 69.03 73.59 63.93 64.16 65.55 67.36 64.03 72.56 63.66 70.61 70.28 74.88 63.81 74.98 63.72 64.31 62.97 73.37 63.96 64.07 63.92
753 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.31 65.00 65.28 64.65 64.81 64.66 73.26 64.35 63.79 63.98 64.34 74.89 73.32 62.54 63.83 68.17 63.33 54.65 70.04 62.88 63.36 53.07 72.95 64.41 64.65 65.10
754 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 65.83 65.36 65.51 65.08 64.59 64.81 66.96 69.39 56.70 65.33 64.29 64.10 73.47 69.79 64.11 69.46 63.08 64.41 63.43 55.64 57.19 64.98 73.64 65.26 52.24 54.24
755 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.30 64.89 65.16 67.47 65.33 66.32 68.63 63.95 64.97 70.07 63.64 68.38 73.11 64.76 63.98 70.69 69.57 64.70 68.54 75.09 54.61 63.69 64.60 65.21 68.06 74.31
768 372 8 0.01 24 0.00100 48 0.000000e+00 0.000000e+00 72.80 65.12 63.96 62.84 63.85 62.15 84.53 56.21 63.43 57.85 63.82 63.63 69.01 55.41 63.74 52.53 63.45 73.16 74.49 75.28 65.24 64.18 54.18 62.91 63.59 62.94
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 64.57 64.88 66.43 65.84 65.72 68.64 73.57 65.31 59.45 65.15 64.71 64.54 68.24 65.21 64.77 68.62 84.14 64.53 66.33 74.58 65.37 63.34 72.98 66.22 64.82 65.50
770 372 8 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 66.74 65.68 65.20 64.82 65.25 63.93 66.65 54.82 73.75 69.33 66.06 64.44 64.85 72.90 65.37 54.06 65.06 63.78 73.95 73.79 53.79 65.35 65.25 65.30 65.50 65.22
771 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 64.78 64.97 67.34 65.16 64.48 68.09 64.94 53.81 66.35 65.80 69.14 74.23 73.18 73.03 63.41 65.02 65.06 65.01 64.24 74.77 65.80 65.51 66.96 64.82 65.58 65.03
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 67.93 64.69 56.77 65.68 65.32 68.11 71.94 64.07 67.52 65.63 74.55 74.81 69.29 64.07 68.84 66.68 51.68 62.98 75.41 63.18 63.28 53.98 73.40 69.87 65.24 64.97
785 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.44 65.72 62.99 66.41 64.74 64.19 69.23 64.68 65.32 65.42 74.18 63.87 72.35 70.22 63.56 64.22 63.80 67.98 63.57 73.82 64.62 65.41 73.70 64.12 68.53 65.13
786 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 66.35 65.34 65.22 65.57 65.80 68.09 65.04 64.67 67.40 70.56 75.03 64.02 72.10 63.30 62.81 73.61 52.41 65.48 70.85 55.77 63.00 54.33 72.89 64.54 64.34 64.71
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 66.12 65.28 65.28 65.28 64.67 74.62 65.34 64.27 73.86 67.89 63.62 64.56 72.32 63.93 64.31 55.09 64.00 67.96 64.49 63.47 64.11 63.83 73.38 64.61 65.06 64.79
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.23 65.06 65.04 64.32 65.47 74.88 74.28 64.17 65.39 65.45 68.38 63.84 67.79 63.10 63.20 67.81 69.04 68.34 67.80 70.11 64.59 53.35 73.54 64.02 63.96 65.18
801 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.48 65.44 65.78 65.70 64.75 65.22 68.01 65.65 63.38 64.12 67.92 63.45 68.32 69.81 64.82 86.75 74.27 73.38 75.02 64.26 53.69 64.28 63.92 64.51 64.40 64.85
802 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 65.39 66.16 68.06 65.41 64.89 64.36 74.41 55.16 69.60 65.14 75.20 63.37 67.52 63.46 63.89 70.39 70.22 64.39 69.51 68.52 62.58 65.46 64.54 64.38 51.92 64.62
803 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.85 70.93 68.44 67.07 64.82 63.80 65.74 64.09 68.09 64.91 75.06 62.63 69.12 63.54 63.91 72.78 67.85 73.40 63.52 63.06 52.70 63.92 63.28 63.63 63.55 64.81
816 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 66.77 65.99 65.07 66.69 65.42 67.34 72.81 63.85 64.42 65.33 73.83 64.20 73.00 64.30 63.89 73.04 54.47 65.25 70.98 64.84 64.76 65.17 72.21 65.86 65.51 64.78
817 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 65.21 66.00 64.51 65.39 64.95 62.37 64.54 65.26 65.53 64.42 75.31 65.18 72.73 59.23 63.10 53.93 50.10 72.43 74.08 74.83 50.32 64.21 72.24 65.63 73.46 64.84
818 372 8 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 56.35 65.22 66.00 64.68 64.73 74.07 73.86 56.22 68.17 64.84 74.69 74.03 65.79 64.40 63.49 73.16 52.99 64.43 64.09 63.32 62.18 64.35 63.68 63.21 62.45 64.40
819 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.75 65.60 64.85 66.06 65.70 66.66 69.25 64.57 65.67 65.53 69.61 64.09 72.53 55.06 64.94 70.81 64.37 73.45 70.10 75.60 65.09 52.26 64.51 65.63 65.94 55.75
832 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 66.15 65.28 66.04 64.45 64.82 63.38 73.27 63.36 72.86 64.95 63.88 67.48 67.81 69.71 64.66 73.17 64.87 73.58 56.20 64.68 63.87 64.97 64.68 64.94 63.55 64.01
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 73.62 63.93 64.92 64.83 64.68 64.85 73.70 63.95 73.37 64.14 75.01 63.96 64.63 73.27 63.89 74.08 73.45 72.34 74.52 69.92 63.95 63.62 73.05 51.95 64.17 64.74
834 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 72.80 64.59 68.32 64.69 68.44 64.12 72.00 69.07 70.23 53.94 64.55 75.12 70.21 64.21 63.90 73.84 63.91 64.30 75.10 62.51 65.13 52.32 64.44 64.12 54.23 63.92
835 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.09 65.45 67.68 65.75 65.03 59.63 71.66 64.25 56.12 64.28 74.03 66.99 70.12 64.04 64.54 72.76 64.16 63.52 67.86 66.76 64.36 64.31 53.26 64.32 68.34 53.63
848 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 64.60 65.29 68.68 69.19 64.79 64.25 73.22 55.58 64.21 63.71 68.91 63.63 71.94 64.43 63.46 71.12 63.61 68.97 74.38 62.59 53.55 63.02 65.04 63.82 64.78 63.62
849 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 74.06 65.83 64.61 65.83 65.42 64.22 68.21 54.91 64.68 64.95 75.05 62.42 73.55 64.04 63.27 73.11 63.63 69.23 64.02 68.94 54.47 65.81 55.02 64.40 65.04 50.62
850 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 72.72 65.42 65.64 66.23 65.00 73.74 66.13 63.45 71.09 65.30 64.62 63.56 72.81 63.27 63.88 73.18 68.56 64.62 71.11 74.11 65.24 52.71 65.97 64.35 64.62 64.73
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 66.00 68.59 67.39 63.84 64.86 75.24 64.33 63.57 73.27 64.28 74.98 86.74 68.81 62.68 63.49 72.32 63.34 70.82 75.06 63.12 63.29 63.68 54.06 65.50 53.49 65.11


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 50.98 59.52 61.50 59.34 74.03 56.99 50.86 58.58 60.32 59.01 55.20 56.42 58.09 58.67 58.79 59.06 56.44 60.12 55.25 76.30 59.70 59.96 60.97 60.68 60.65 59.26
385 372 8 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 60.04 59.95 71.59 59.52 59.22 56.62 58.89 56.78 87.07 56.81 50.09 57.81 50.84 47.31 55.83 57.32 56.87 58.82 55.67 56.36 58.40 58.46 57.51 58.44 58.31 57.78
386 372 8 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 71.93 59.83 59.77 58.97 51.36 74.65 57.90 59.18 56.49 58.80 55.45 56.99 75.59 57.68 58.09 73.89 58.78 57.96 54.19 56.06 58.59 58.53 58.68 58.19 59.09 57.42
387 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 58.75 59.85 60.35 58.72 58.26 57.81 50.46 57.17 59.18 57.67 56.75 57.19 83.43 75.78 58.23 56.87 59.30 57.95 74.87 76.32 57.48 57.31 57.74 57.81 56.45 58.19
400 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 74.05 58.14 59.27 49.17 58.05 55.95 73.76 58.05 53.51 56.70 57.43 55.40 57.31 57.75 56.07 57.55 57.22 57.25 54.91 54.21 58.25 58.14 59.30 58.68 58.38 59.64
401 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 49.17 58.54 57.20 58.11 58.46 54.86 74.49 56.59 58.03 75.82 76.63 57.46 76.14 57.32 58.47 50.08 56.91 57.22 57.32 56.72 58.95 58.66 56.09 56.79 56.46 57.21
402 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 75.13 73.69 59.38 57.99 59.50 57.74 60.68 57.72 75.43 57.72 75.56 57.26 74.58 59.39 57.76 50.25 57.99 58.58 76.82 56.00 58.14 57.00 57.55 56.98 57.89 56.63
403 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 72.95 59.80 50.31 59.38 58.95 75.43 73.45 75.24 56.96 74.76 49.17 49.17 75.91 56.49 56.54 75.49 55.24 56.54 56.08 54.33 57.48 57.16 57.10 55.77 57.93 56.93
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 74.28 60.16 59.39 59.10 59.57 56.88 49.17 58.23 75.51 75.58 56.47 55.95 75.41 57.05 57.90 76.82 57.33 74.74 91.17 76.28 60.06 58.29 57.98 56.88 57.14 57.32
417 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.22 58.70 59.53 58.67 59.19 69.49 75.98 76.50 57.04 57.77 76.85 55.82 58.87 57.45 56.17 76.45 57.14 56.84 54.64 54.88 76.13 58.12 56.99 55.83 56.60 58.01
418 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 75.15 59.44 59.01 57.35 58.85 57.65 75.85 57.31 76.21 58.01 69.96 56.44 76.01 57.25 57.08 76.06 57.20 57.46 56.55 55.97 56.80 57.87 57.57 56.98 57.23 49.17
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 58.78 58.48 75.23 58.86 75.05 57.29 69.20 57.45 75.91 58.31 76.99 70.26 75.46 56.60 56.44 76.54 57.62 56.58 76.51 56.48 56.99 56.02 56.07 56.76 57.63 89.69
432 372 8 0.10 24 0.00100 36 0.000000e+00 0.000000e+00 57.67 57.49 57.17 57.84 65.15 55.10 50.98 56.76 51.35 56.72 55.70 55.29 50.35 58.19 57.02 49.17 55.35 56.81 54.32 54.00 58.69 59.19 57.46 56.13 57.55 56.46
433 372 8 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 59.06 58.07 49.84 58.64 50.09 57.15 73.80 75.36 47.78 57.25 56.20 56.59 57.55 57.96 57.71 59.23 56.02 74.39 56.08 57.10 59.23 59.07 56.83 57.73 60.24 59.26
434 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 60.34 60.53 74.84 58.01 59.10 76.43 60.47 57.84 57.70 59.21 85.34 50.12 73.76 57.89 58.43 50.80 57.82 57.43 56.80 55.88 57.81 57.60 56.94 58.68 57.12 57.04
435 372 8 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 74.34 58.44 50.69 59.51 73.75 55.15 67.28 49.17 58.07 58.31 55.93 57.13 58.29 57.08 58.04 50.28 58.10 56.88 54.34 54.23 59.09 57.64 57.75 58.47 58.22 58.37
448 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 57.61 58.42 73.49 58.82 49.17 54.34 72.86 56.54 58.00 75.06 57.02 55.74 57.72 57.05 56.67 49.17 56.16 57.45 55.71 54.60 49.17 58.22 58.57 58.47 49.17 57.85
449 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 73.69 60.23 60.68 59.66 58.40 58.49 74.34 57.77 58.02 57.03 76.58 56.98 75.53 57.25 57.85 75.23 75.97 58.75 57.44 56.51 57.38 57.03 75.85 56.50 58.57 59.11
450 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 71.71 58.72 51.36 58.38 59.76 57.88 74.80 58.54 59.77 58.77 76.75 57.69 49.66 58.20 56.93 58.32 57.27 57.24 55.64 56.98 58.31 58.09 58.27 57.36 57.54 57.18
451 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 59.05 59.48 58.35 58.84 59.10 50.20 73.27 75.63 58.44 83.57 56.59 56.63 58.59 57.69 56.76 75.89 56.81 75.06 56.84 57.06 57.49 58.00 57.15 55.98 57.29 57.48
464 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 58.91 58.12 73.00 74.35 58.42 56.90 74.50 57.79 50.13 58.11 56.06 55.69 76.50 58.00 57.41 50.98 57.00 58.21 57.35 55.37 59.34 56.24 58.01 57.07 57.27 57.08
465 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 58.10 59.10 58.50 74.64 58.50 57.79 86.27 57.96 58.01 50.44 56.24 57.64 55.90 75.15 57.14 76.70 49.17 58.07 56.57 56.68 56.70 57.46 56.44 56.50 56.96 57.83
466 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 73.88 57.20 74.65 57.95 58.87 57.66 59.22 57.81 50.39 57.44 55.80 76.38 76.18 68.64 57.95 57.20 56.15 74.35 57.41 57.05 58.80 57.00 57.39 58.03 57.15 49.17
467 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 58.59 58.87 58.96 59.09 59.19 56.93 74.83 57.77 88.74 88.81 57.71 90.23 56.31 56.35 56.79 74.88 57.18 57.59 56.47 70.05 57.85 57.20 58.46 57.78 57.70 58.33
480 372 8 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 73.88 58.36 58.09 58.62 72.47 54.89 59.20 59.80 56.49 58.67 56.00 55.67 75.48 56.66 57.27 50.81 56.42 57.74 53.73 53.62 57.14 55.37 57.57 58.64 57.58 56.20
481 372 8 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 59.53 59.32 58.22 49.68 58.66 76.10 50.35 57.45 57.83 58.43 76.50 56.79 59.16 57.16 58.21 75.52 57.25 58.07 67.83 56.88 58.59 42.81 49.17 57.68 57.34 57.30
482 372 8 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 71.69 59.34 57.64 49.17 59.43 57.63 62.03 57.99 60.08 58.52 57.75 58.69 64.41 56.62 58.30 57.15 57.84 55.59 54.75 56.27 58.93 59.65 57.17 58.03 57.88 60.55
483 372 8 0.10 24 0.00100 48 1.000000e-08 1.000000e-08 71.45 72.95 49.67 49.17 57.81 50.60 49.82 55.42 56.47 74.58 55.86 49.61 74.28 54.70 49.17 74.74 54.75 74.36 54.18 53.83 55.92 52.90 53.56 53.35 55.05 54.14
496 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 72.04 58.49 58.43 56.94 58.26 55.54 74.51 56.23 56.44 57.66 57.68 58.54 61.20 57.92 57.28 67.10 57.71 57.64 57.04 55.87 60.06 58.03 58.18 56.39 56.96 58.83
497 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 57.98 71.72 59.59 58.15 57.84 76.14 74.81 57.84 75.14 51.10 76.51 56.20 76.43 49.93 49.17 74.93 76.04 55.68 50.14 48.77 56.30 57.84 57.28 56.06 45.44 56.67
498 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 74.35 59.99 50.43 58.59 74.94 57.50 58.42 74.31 58.30 57.73 56.53 57.26 75.84 57.81 58.73 57.18 55.85 59.33 54.80 54.67 57.90 58.77 56.80 56.91 58.38 57.10
499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 71.90 58.79 73.58 58.49 58.14 75.29 73.28 57.83 75.32 57.83 69.18 57.08 75.23 50.51 57.13 51.08 57.60 58.61 88.84 56.88 56.81 58.18 57.74 56.98 57.05 55.83
512 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 58.41 58.51 58.96 57.91 60.36 76.44 74.52 57.44 67.56 56.03 76.66 57.01 75.62 57.31 56.00 75.40 57.03 57.37 55.06 56.14 55.73 57.88 56.52 56.03 57.84 55.92
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.10 59.22 49.17 75.07 58.85 74.68 58.37 56.60 57.47 56.78 54.94 69.36 91.16 56.75 57.50 75.70 75.74 76.26 55.71 56.60 57.48 58.15 56.58 56.81 56.58 56.62
514 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.63 58.76 50.13 58.91 58.32 75.70 73.50 58.26 74.50 59.16 76.83 55.92 75.71 57.13 58.25 56.13 57.46 57.47 56.45 56.31 58.17 57.85 56.91 56.72 57.18 56.15
515 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 74.97 57.34 58.30 58.91 74.63 56.48 75.90 57.35 51.07 50.65 76.68 57.00 76.74 62.69 56.26 56.64 56.60 56.94 55.63 57.11 56.39 55.81 56.48 56.68 56.04 56.70
528 372 8 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 59.19 57.80 54.22 58.98 60.23 56.15 73.80 58.31 59.75 58.39 57.45 54.09 75.54 57.68 57.69 74.82 58.40 74.74 50.41 56.46 62.61 59.11 60.64 58.02 58.90 59.94
529 372 8 0.10 24 0.00001 24 0.000000e+00 1.000000e-08 72.87 58.94 57.46 57.88 57.90 54.94 58.47 56.64 50.67 56.91 56.34 53.95 74.72 56.45 57.20 47.09 56.64 55.81 56.53 56.19 56.65 57.42 56.72 57.38 57.40 58.04
530 372 8 0.10 24 0.00001 24 1.000000e-08 0.000000e+00 50.84 57.70 58.16 58.94 59.39 57.44 72.15 58.49 57.62 58.19 55.84 55.84 57.52 56.90 57.30 57.30 55.29 49.78 57.59 56.77 57.36 56.24 57.72 60.42 58.10 56.31
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 51.34 58.13 57.94 58.31 58.75 56.57 60.11 59.91 50.69 57.94 88.68 56.97 75.06 57.36 58.56 58.77 57.69 73.57 57.21 55.93 60.62 57.95 59.57 58.84 58.16 57.06
544 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 58.49 60.92 58.86 58.90 60.42 57.53 72.73 58.18 60.15 58.28 56.85 56.19 74.00 57.25 74.49 59.38 57.30 58.11 54.96 55.33 57.35 57.56 57.81 57.60 57.58 57.66
545 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 59.77 58.48 58.54 57.25 56.77 56.68 57.25 57.50 58.22 58.68 75.70 77.34 75.23 57.64 56.23 49.65 56.93 57.01 75.39 50.25 58.50 56.57 57.25 56.95 57.99 57.40
546 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 72.54 58.94 50.55 57.81 60.13 75.28 59.09 57.53 59.72 59.93 76.25 57.78 75.06 58.13 58.15 44.80 58.03 50.14 57.15 56.65 59.26 58.08 56.79 58.11 57.94 57.36
547 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 74.44 57.92 56.94 57.61 58.52 76.05 57.20 76.23 56.48 57.15 76.91 56.67 75.19 57.03 57.62 75.54 58.21 50.49 55.16 54.72 56.79 58.29 56.20 86.97 57.55 55.96
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 74.73 56.73 57.57 59.10 49.17 50.21 73.40 58.44 84.57 57.36 75.35 56.14 74.78 75.74 57.34 57.98 57.46 75.10 76.05 55.91 57.95 57.77 57.07 57.40 56.77 56.93
561 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 50.18 59.16 58.92 57.87 58.80 57.17 57.12 57.95 75.44 58.41 69.17 56.79 68.58 57.50 57.88 57.05 57.10 57.49 77.48 53.60 57.46 57.08 87.72 56.83 57.33 56.21
562 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 74.22 59.59 59.55 58.18 58.28 57.61 67.73 75.15 57.05 74.93 58.14 57.01 75.00 56.88 58.31 58.66 57.78 76.21 57.01 56.37 57.76 57.28 57.32 57.46 57.02 57.97
563 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 74.17 58.87 73.54 58.07 59.11 57.55 58.53 57.34 75.65 50.80 57.33 57.78 57.87 57.42 57.94 88.36 57.12 75.51 56.62 55.39 58.37 57.57 56.71 57.57 57.62 56.74
576 372 8 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 59.01 59.37 58.26 59.63 49.17 56.09 74.28 57.84 58.95 56.81 56.43 56.35 75.20 58.51 56.80 57.85 57.40 55.79 57.08 50.25 57.48 59.49 58.34 58.94 57.83 58.25
577 372 8 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 74.67 57.07 59.22 56.72 57.21 55.66 86.61 56.08 75.63 55.32 73.80 56.65 74.28 56.26 55.86 56.29 55.56 56.41 55.82 56.13 59.37 56.47 57.20 56.51 57.18 56.97
578 372 8 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 73.20 59.14 60.09 59.56 58.66 58.16 50.47 58.90 50.22 59.89 54.81 56.27 74.11 58.14 58.10 58.44 57.19 58.77 56.98 56.11 58.23 58.76 58.48 58.81 58.09 59.03
579 372 8 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 74.22 71.16 58.33 55.78 60.11 73.37 59.63 58.33 55.71 58.69 50.47 57.12 74.50 57.39 57.22 56.91 57.42 59.76 56.48 55.92 58.90 57.85 58.17 57.06 58.15 57.97
592 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 73.64 58.15 58.62 59.19 58.96 56.08 58.38 57.40 74.31 74.09 87.36 56.78 73.53 57.30 57.51 57.68 56.47 57.50 50.57 56.66 57.89 59.75 56.01 57.17 57.34 57.25
593 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.41 56.19 58.36 57.52 58.75 56.93 74.11 58.91 67.01 58.44 56.80 56.91 74.92 57.19 58.00 76.56 57.60 57.70 54.90 56.30 57.24 58.96 57.59 57.48 57.87 56.69
594 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 74.21 56.31 50.00 57.26 73.24 57.51 73.97 56.76 50.47 55.69 74.70 56.16 75.71 57.13 56.84 67.98 55.10 56.85 75.90 56.25 55.58 56.37 56.77 55.67 57.79 58.35
595 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.13 59.43 59.64 59.27 59.17 56.83 74.28 58.39 72.82 59.29 55.49 57.80 76.30 56.59 57.99 75.92 57.77 58.62 76.45 69.95 58.04 59.25 57.69 57.89 57.57 56.82
608 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 75.13 58.70 59.28 59.01 73.99 56.91 75.25 58.75 58.26 56.44 75.48 57.71 58.25 57.31 58.12 58.72 67.69 85.41 56.08 69.72 58.17 57.49 57.22 57.18 57.81 56.67
609 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 59.82 59.22 73.95 57.16 58.34 76.42 73.86 56.87 56.58 76.70 75.90 56.68 57.41 57.38 58.15 76.02 57.72 56.87 57.03 76.60 56.15 57.47 57.71 56.81 56.96 57.49
610 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.18 57.61 58.46 58.71 59.84 57.57 74.45 57.91 75.12 57.68 70.40 56.79 50.49 57.90 58.17 76.72 57.52 57.91 57.84 77.15 57.19 58.45 76.63 57.81 56.47 57.53
611 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.94 58.20 72.87 58.06 59.22 56.19 75.27 57.70 57.96 58.04 76.65 57.55 76.74 57.37 56.28 58.47 57.41 75.12 75.65 55.57 58.47 57.31 56.84 56.86 57.12 57.69
624 372 8 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 73.75 58.96 57.78 58.42 63.60 56.23 51.42 60.65 58.91 58.99 56.04 54.93 73.71 58.55 57.91 74.84 56.56 58.66 55.65 53.81 57.92 59.52 58.68 59.02 58.91 58.78
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 60.60 59.65 59.09 59.22 60.64 56.80 60.13 58.63 58.68 59.80 57.29 57.30 74.64 59.22 58.65 75.48 58.33 52.06 57.48 56.40 57.67 60.73 58.10 60.23 59.12 58.81
626 372 8 0.10 24 0.00001 48 1.000000e-08 0.000000e+00 56.26 56.71 52.09 57.98 56.60 56.31 75.27 56.29 75.81 57.22 54.28 55.89 57.67 55.25 56.70 76.11 56.50 56.46 75.96 54.94 56.82 56.16 57.25 56.88 57.19 56.32
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 61.87 61.08 61.28 62.23 61.67 88.12 60.22 60.06 61.46 60.72 56.81 59.05 60.79 50.88 59.39 61.30 59.91 59.50 57.68 58.87 61.54 61.01 62.38 60.64 60.43 61.97
640 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 59.59 57.69 58.80 59.78 72.35 76.59 73.13 57.44 57.99 57.98 56.99 56.22 74.91 57.74 57.36 75.00 57.67 56.63 69.82 55.39 60.38 57.29 57.27 57.11 58.50 56.72
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.97 73.28 57.56 58.06 56.02 74.59 58.25 56.94 81.78 75.19 56.56 57.01 58.16 88.61 56.05 76.44 56.50 75.04 76.20 55.19 57.85 56.59 56.75 56.36 56.31 56.09
642 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 57.51 59.13 58.74 58.62 58.52 76.46 58.53 57.86 72.67 50.76 75.40 56.79 89.70 56.73 56.43 75.79 74.98 57.16 75.60 55.87 58.71 56.87 56.95 57.11 56.49 58.37
643 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.61 74.35 57.42 58.44 58.13 49.70 50.99 57.43 57.12 55.59 57.43 54.54 45.84 57.50 56.32 55.43 56.84 44.20 55.60 55.85 57.12 56.46 57.07 55.55 56.68 56.52
656 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 49.88 73.70 57.37 58.83 56.36 91.73 75.50 58.75 58.88 55.78 77.01 57.19 74.96 76.29 56.83 75.24 57.05 57.58 56.42 56.51 57.32 58.83 58.42 56.89 55.90 58.38
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.09 58.23 74.60 58.26 59.22 76.95 75.52 56.78 74.54 75.70 56.21 70.09 74.14 57.29 56.74 49.51 75.70 75.49 56.06 55.17 57.46 56.87 57.16 55.21 57.99 58.00
658 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 56.18 59.01 58.15 57.73 59.59 56.32 73.48 57.42 57.32 58.20 75.20 56.02 88.53 57.25 57.60 76.53 56.99 76.65 56.95 52.97 57.50 55.58 57.43 57.35 57.27 56.41
659 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.73 59.69 73.88 58.32 58.73 55.24 59.14 57.55 57.89 58.04 76.36 57.69 75.41 58.03 56.98 75.69 76.06 57.11 57.35 56.52 57.29 57.15 57.00 57.08 57.42 56.67
672 372 8 0.01 24 0.00100 24 0.000000e+00 0.000000e+00 74.47 56.76 56.64 57.10 68.89 56.23 68.49 56.18 56.11 56.47 75.83 68.47 75.28 54.66 57.13 46.71 55.42 67.31 75.87 69.79 54.47 53.96 54.96 55.58 56.59 53.05
673 372 8 0.01 24 0.00100 24 0.000000e+00 1.000000e-08 57.25 55.68 66.93 57.99 57.43 57.26 75.32 56.98 53.98 56.97 68.15 68.54 76.05 57.36 57.66 46.31 55.50 53.46 55.65 55.58 57.74 55.72 56.70 56.84 57.12 56.50
674 372 8 0.01 24 0.00100 24 1.000000e-08 0.000000e+00 56.54 57.85 57.90 58.21 57.94 56.83 57.83 57.35 56.61 66.06 57.57 57.18 75.60 57.49 57.87 74.94 57.40 57.11 49.54 75.51 55.23 86.13 56.99 56.04 56.15 56.35
675 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 74.15 58.11 58.27 59.25 59.15 76.30 67.70 59.01 68.77 58.60 57.40 57.44 74.50 50.06 58.91 68.95 70.09 69.08 75.80 57.54 57.93 56.36 75.91 56.63 58.95 58.26
688 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 59.16 58.44 67.69 59.50 59.65 75.17 58.73 58.26 58.21 58.25 58.36 57.95 73.69 49.11 69.67 75.66 57.37 74.62 58.12 71.15 57.05 44.06 76.92 56.86 69.08 57.83
689 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 53.67 58.30 58.62 58.12 57.74 75.65 57.72 57.48 55.25 57.46 76.38 55.83 68.31 66.64 58.32 67.46 58.51 68.99 58.05 75.94 56.20 56.21 76.22 43.70 57.41 56.62
690 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 58.38 57.81 57.93 57.85 58.21 57.78 74.84 67.38 57.53 56.80 75.74 57.63 67.54 59.29 57.72 75.60 57.70 55.59 76.55 76.02 57.01 56.74 44.93 47.32 57.19 43.59
691 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 68.61 59.07 58.75 58.73 59.28 58.09 73.81 57.63 74.94 57.74 75.40 57.89 66.14 47.09 58.77 75.08 69.18 68.06 74.80 56.51 58.21 57.30 58.20 57.07 57.80 57.57
704 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 68.74 68.91 58.15 58.39 58.35 68.07 74.72 67.51 58.42 58.63 76.60 58.26 68.59 68.94 59.34 69.63 46.58 56.99 58.19 70.05 57.85 55.16 75.55 57.44 57.59 57.10
705 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 67.51 58.04 57.39 58.00 58.51 76.32 69.25 46.38 57.54 67.97 57.23 57.75 68.05 58.13 57.47 68.28 56.96 69.12 76.93 56.48 56.18 44.57 56.96 56.26 56.45 55.87
706 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 68.73 69.26 58.70 58.60 59.46 58.06 67.14 59.04 58.15 68.11 57.78 68.78 68.09 57.56 57.85 76.06 48.65 57.39 68.69 75.77 57.61 57.05 50.83 56.19 58.61 56.72
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 67.70 57.79 57.97 58.33 58.65 68.64 75.57 56.82 68.91 57.07 76.62 70.44 67.16 74.39 57.85 57.09 58.02 67.68 76.89 55.67 45.89 44.31 76.54 56.98 57.17 55.37
720 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 73.44 58.90 58.79 57.85 59.01 57.70 67.89 44.99 57.79 57.18 57.40 68.51 75.12 58.03 57.83 75.89 56.24 56.91 75.21 69.41 56.96 56.51 76.94 57.98 56.28 46.04
721 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 59.74 58.20 58.63 58.75 73.62 57.85 67.54 57.41 57.66 57.53 75.95 56.21 58.43 57.56 58.65 75.49 57.43 57.47 76.07 56.85 56.89 57.05 57.55 57.48 57.60 47.17
722 372 8 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 66.11 55.01 56.86 57.75 57.33 56.78 67.79 56.27 48.67 56.69 56.99 76.76 75.84 56.18 57.88 75.32 56.28 74.59 74.96 76.46 55.36 54.91 77.25 55.74 55.73 55.00
723 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 58.92 58.76 67.56 58.34 59.07 57.43 59.37 57.33 58.62 57.79 75.74 69.17 57.36 57.41 57.98 66.96 58.55 49.56 76.13 76.53 57.10 58.23 75.98 57.32 57.82 57.69
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.86 59.01 67.05 59.50 58.45 76.26 73.75 58.35 56.10 68.36 75.61 58.62 67.42 48.07 58.34 70.42 46.24 58.07 70.41 69.11 56.26 56.90 76.89 55.96 57.25 59.06
737 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.12 58.51 58.46 58.74 58.90 68.48 59.09 66.85 67.90 54.02 76.21 57.26 68.30 57.97 58.60 57.30 68.46 74.25 76.11 55.83 58.03 56.48 76.61 43.25 57.50 57.29
738 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.38 58.37 52.96 58.76 59.07 69.39 58.06 67.45 58.76 58.47 58.00 57.80 74.29 59.63 68.54 68.78 58.27 58.52 57.58 57.27 58.46 57.81 75.07 57.58 59.12 58.00
739 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 68.16 58.39 58.18 58.49 58.88 68.87 70.23 57.71 67.28 58.04 57.68 57.95 67.59 57.47 58.09 68.87 57.82 56.42 76.16 57.04 57.64 57.46 76.03 56.81 56.91 57.87
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 68.19 58.26 74.68 58.12 68.23 69.60 74.86 58.24 57.90 57.75 69.25 58.92 74.40 58.55 70.79 69.96 75.62 57.83 76.00 57.62 58.53 56.84 76.62 56.79 56.27 56.55
753 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 58.60 58.70 57.72 58.19 58.53 57.64 74.74 57.00 57.23 57.19 58.25 75.36 76.09 57.31 58.15 68.44 57.40 48.71 68.49 56.33 56.56 44.52 76.53 57.12 56.47 57.02
754 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 59.01 58.72 58.98 58.63 58.62 57.94 66.62 68.81 49.60 58.56 57.30 57.04 75.15 68.31 57.84 67.94 57.12 58.30 56.76 50.26 48.53 58.20 76.25 57.44 43.50 46.51
755 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.68 58.54 58.90 67.57 59.52 68.32 68.51 58.54 58.73 68.55 58.94 68.01 74.89 59.57 58.72 71.18 69.10 59.48 69.61 75.56 45.85 56.47 57.31 56.73 69.32 75.85
768 372 8 0.01 24 0.00100 48 0.000000e+00 0.000000e+00 74.07 58.05 58.14 56.82 57.74 54.75 87.82 50.92 56.67 51.87 56.77 58.25 67.08 48.75 58.18 47.00 57.08 74.91 76.12 77.15 57.04 56.53 49.15 55.91 56.98 56.06
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 58.15 58.66 59.23 59.02 59.32 68.10 74.48 57.87 53.27 57.60 58.32 57.59 67.91 58.50 58.79 67.87 87.28 57.75 58.25 75.86 57.43 56.82 75.81 57.71 58.01 57.84
770 372 8 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 60.63 59.12 58.59 58.95 58.65 56.57 60.51 48.92 74.84 67.94 58.00 57.84 58.49 74.44 59.51 45.20 57.69 56.03 75.85 75.12 44.80 58.89 57.30 57.25 57.74 56.88
771 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 59.05 58.45 67.52 58.44 58.99 68.15 58.98 46.21 58.98 57.88 70.63 76.20 75.10 75.53 58.11 57.75 57.81 57.65 56.79 76.97 58.29 58.14 59.80 57.48 57.86 57.44
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 68.02 58.26 51.98 59.02 58.68 69.68 73.15 58.09 67.81 58.11 76.12 75.30 67.53 58.57 70.01 67.64 46.52 55.24 76.00 54.39 56.29 44.80 76.07 69.69 57.16 57.52
785 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.17 58.69 55.77 59.58 58.36 57.56 67.47 57.84 57.67 57.52 75.13 58.18 74.85 68.95 58.31 57.34 57.69 68.05 58.00 76.58 56.70 58.32 77.17 56.54 69.61 57.82
786 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 59.84 58.55 58.62 59.27 59.54 68.19 58.73 57.17 66.60 67.81 76.00 58.06 74.66 57.68 57.79 75.15 44.83 58.71 69.36 50.27 56.43 46.41 76.55 56.22 56.04 57.03
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 59.84 58.64 58.07 58.14 57.90 75.42 59.43 57.89 75.28 66.52 57.70 57.19 75.00 58.82 58.08 48.57 57.76 67.82 57.54 56.96 56.93 56.35 76.76 57.55 57.06 56.72
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.17 58.76 57.98 58.51 57.65 75.36 74.50 57.70 58.52 59.00 69.13 58.25 69.33 57.58 58.15 67.11 69.37 69.93 69.49 70.27 57.98 44.55 76.55 56.55 56.77 56.42
801 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.96 58.80 59.37 59.88 58.86 58.61 65.61 57.94 57.57 57.66 69.13 57.17 68.54 69.48 58.55 88.24 74.53 74.84 75.87 57.44 45.28 58.51 56.73 56.75 58.51 58.49
802 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 59.25 59.69 67.26 58.53 58.65 58.01 74.73 47.82 68.80 58.62 76.00 58.19 66.86 58.42 57.67 68.64 69.37 57.30 69.62 70.29 56.18 57.55 57.63 56.86 44.39 56.81
803 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.07 68.03 69.16 67.58 59.01 58.24 58.96 57.62 67.79 58.36 75.15 56.90 67.80 58.15 57.41 75.66 69.62 75.81 58.11 56.13 44.79 56.74 56.90 56.36 56.88 56.22
816 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 60.22 59.54 59.24 59.70 58.91 69.42 73.75 58.61 57.77 58.54 75.93 58.17 74.74 58.28 58.98 75.72 47.16 58.64 69.16 66.96 56.70 56.83 75.79 58.20 56.89 58.30
817 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 64.93 58.75 58.10 59.10 59.08 54.33 58.92 58.03 57.42 57.10 76.26 57.31 75.01 54.45 58.37 46.52 42.29 74.49 76.46 75.76 41.32 57.34 75.99 57.25 76.54 57.44
818 372 8 0.01 24 0.00001 24 1.000000e-08 0.000000e+00 49.75 58.80 67.17 58.45 58.02 75.22 74.98 48.93 67.86 57.62 76.94 75.22 58.35 57.41 58.17 75.43 48.27 57.38 57.63 56.85 56.56 56.53 55.63 56.95 57.45 55.41
819 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.19 58.35 58.54 58.98 58.99 67.66 68.21 58.29 59.33 58.18 69.14 56.73 75.76 47.68 58.95 73.72 57.56 75.42 68.89 77.55 57.12 45.86 57.64 57.57 58.60 47.85
832 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 58.44 58.23 66.94 57.91 58.26 57.25 75.12 57.80 75.53 56.72 57.73 68.72 67.23 68.42 57.87 75.24 57.61 74.87 50.39 56.79 57.13 58.18 57.99 57.40 57.00 56.65
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 74.88 58.16 58.06 59.01 58.35 57.75 74.66 58.48 75.59 57.35 75.71 58.11 58.43 76.15 57.86 75.26 75.27 74.37 75.64 69.36 57.68 56.31 75.63 43.62 57.38 57.57
834 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.91 58.26 68.24 58.85 67.38 57.69 73.49 66.96 68.46 46.86 56.24 76.19 67.90 57.13 57.94 75.91 57.16 57.54 76.56 55.27 57.50 43.56 56.17 56.36 45.93 57.43
835 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.85 58.60 67.59 58.92 57.79 61.33 73.06 57.46 48.91 58.65 75.06 68.30 68.18 57.29 57.81 75.51 58.04 57.67 67.85 68.66 57.09 56.49 44.35 57.29 68.81 45.21
848 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 58.82 58.26 68.45 68.70 58.42 58.46 74.28 48.92 57.66 57.26 69.98 56.87 74.73 58.09 57.73 74.70 57.30 67.80 75.92 55.74 45.45 55.98 58.03 55.68 58.12 55.79
849 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 74.68 59.35 58.22 59.19 58.70 66.32 68.34 48.02 58.03 58.10 76.32 56.92 75.04 58.48 58.01 75.83 57.58 67.85 57.54 69.52 45.84 58.85 46.86 57.14 58.08 42.16
850 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 73.00 57.84 59.35 59.90 59.15 75.08 59.74 58.10 69.58 58.65 58.64 57.28 73.73 58.21 58.47 75.05 69.08 58.71 70.59 76.05 57.74 43.79 58.29 56.91 57.83 57.18
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 59.01 68.83 67.66 58.03 57.91 76.03 57.91 57.84 74.69 57.86 76.16 90.06 70.10 57.23 57.60 75.60 57.81 69.83 76.07 56.45 56.99 56.52 48.04 57.44 45.47 57.19
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
816 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 66.77 65.99 65.07 66.69 65.42 67.34 72.81 63.85 64.42 65.33 73.83 64.20 73.00 64.30 63.89 73.04 54.47 65.25 70.98 64.84 64.76 65.17 72.21 65.86 65.51 64.78
817 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 65.21 66.00 64.51 65.39 64.95 62.37 64.54 65.26 65.53 64.42 75.31 65.18 72.73 59.23 63.10 53.93 50.10 72.43 74.08 74.83 50.32 64.21 72.24 65.63 73.46 64.84
819 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.75 65.60 64.85 66.06 65.70 66.66 69.25 64.57 65.67 65.53 69.61 64.09 72.53 55.06 64.94 70.81 64.37 73.45 70.10 75.60 65.09 52.26 64.51 65.63 65.94 55.75
675 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 73.07 66.07 65.69 65.83 65.61 74.69 67.84 65.82 68.83 65.81 63.97 63.58 72.56 55.50 65.91 69.00 69.03 68.52 74.34 64.77 64.28 64.99 73.62 65.26 65.87 65.85
720 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 72.55 65.11 65.86 65.46 65.03 64.04 68.11 51.36 64.95 64.88 63.59 67.45 72.77 64.95 63.82 74.42 64.18 63.15 74.42 69.17 64.14 64.92 72.99 64.52 64.29 54.36
721 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 66.43 65.01 64.91 65.64 71.60 65.26 68.66 64.41 64.73 64.37 74.73 63.04 63.94 63.62 64.06 72.05 63.90 65.65 75.28 64.30 65.06 65.86 65.20 65.59 65.55 56.85
722 372 8 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 65.91 62.09 63.36 63.60 63.26 63.78 69.48 62.49 55.01 63.62 63.07 73.56 73.14 62.66 63.93 72.86 63.29 72.85 71.12 73.22 61.61 62.16 72.50 63.15 62.97 62.65
723 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 65.57 65.80 67.77 65.06 65.55 65.41 65.80 65.51 65.98 65.72 73.60 67.05 64.35 62.76 65.73 67.63 64.07 55.24 74.41 74.91 65.01 64.76 72.43 65.96 64.68 65.82
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 64.57 64.88 66.43 65.84 65.72 68.64 73.57 65.31 59.45 65.15 64.71 64.54 68.24 65.21 64.77 68.62 84.14 64.53 66.33 74.58 65.37 63.34 72.98 66.22 64.82 65.50
771 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 64.78 64.97 67.34 65.16 64.48 68.09 64.94 53.81 66.35 65.80 69.14 74.23 73.18 73.03 63.41 65.02 65.06 65.01 64.24 74.77 65.80 65.51 66.96 64.82 65.58 65.03
832 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 66.15 65.28 66.04 64.45 64.82 63.38 73.27 63.36 72.86 64.95 63.88 67.48 67.81 69.71 64.66 73.17 64.87 73.58 56.20 64.68 63.87 64.97 64.68 64.94 63.55 64.01
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 73.62 63.93 64.92 64.83 64.68 64.85 73.70 63.95 73.37 64.14 75.01 63.96 64.63 73.27 63.89 74.08 73.45 72.34 74.52 69.92 63.95 63.62 73.05 51.95 64.17 64.74
834 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 72.80 64.59 68.32 64.69 68.44 64.12 72.00 69.07 70.23 53.94 64.55 75.12 70.21 64.21 63.90 73.84 63.91 64.30 75.10 62.51 65.13 52.32 64.44 64.12 54.23 63.92
688 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 66.40 64.94 66.88 65.34 65.68 74.88 64.82 65.56 65.50 65.72 63.46 64.24 72.58 55.12 70.68 73.46 64.11 73.15 64.34 71.20 65.23 51.82 73.46 65.68 69.83 65.25
689 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 56.98 64.47 65.13 64.58 64.23 74.12 65.19 63.83 62.85 64.39 75.56 62.92 68.95 68.59 63.17 68.65 65.34 68.64 63.40 74.96 63.32 63.56 72.65 52.01 64.02 64.14
691 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 67.70 65.24 64.90 64.69 65.20 65.13 72.00 64.76 72.97 65.25 73.57 64.16 67.97 55.48 64.57 73.61 67.83 68.88 73.89 64.57 66.41 63.89 67.46 63.72 64.81 64.78
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 66.19 66.02 67.08 65.09 65.56 74.08 72.91 64.52 63.40 68.33 74.33 64.05 66.63 54.50 63.21 69.87 54.43 63.66 69.69 69.10 64.51 63.75 72.94 63.84 64.32 64.99
737 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.02 64.34 64.36 65.17 65.03 68.21 65.49 69.78 70.22 60.39 75.51 63.82 69.49 63.14 64.93 64.49 69.53 73.65 74.57 63.14 65.54 64.54 73.37 51.49 66.06 64.72
738 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.83 65.23 60.20 64.84 65.28 68.32 64.65 69.92 65.31 65.06 64.05 64.70 72.53 63.47 68.66 70.20 63.38 64.98 63.96 63.80 65.78 63.42 73.25 64.51 65.31 64.51
739 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 67.53 64.81 65.21 64.65 65.08 68.15 70.29 64.80 69.15 65.15 64.73 63.16 69.46 63.22 62.83 68.92 63.18 63.10 73.61 63.27 64.98 64.49 72.82 64.81 64.58 64.73
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 67.93 64.69 56.77 65.68 65.32 68.11 71.94 64.07 67.52 65.63 74.55 74.81 69.29 64.07 68.84 66.68 51.68 62.98 75.41 63.18 63.28 53.98 73.40 69.87 65.24 64.97
785 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.44 65.72 62.99 66.41 64.74 64.19 69.23 64.68 65.32 65.42 74.18 63.87 72.35 70.22 63.56 64.22 63.80 67.98 63.57 73.82 64.62 65.41 73.70 64.12 68.53 65.13
786 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 66.35 65.34 65.22 65.57 65.80 68.09 65.04 64.67 67.40 70.56 75.03 64.02 72.10 63.30 62.81 73.61 52.41 65.48 70.85 55.77 63.00 54.33 72.89 64.54 64.34 64.71
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 66.12 65.28 65.28 65.28 64.67 74.62 65.34 64.27 73.86 67.89 63.62 64.56 72.32 63.93 64.31 55.09 64.00 67.96 64.49 63.47 64.11 63.83 73.38 64.61 65.06 64.79
850 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 72.72 65.42 65.64 66.23 65.00 73.74 66.13 63.45 71.09 65.30 64.62 63.56 72.81 63.27 63.88 73.18 68.56 64.62 71.11 74.11 65.24 52.71 65.97 64.35 64.62 64.73
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 66.00 68.59 67.39 63.84 64.86 75.24 64.33 63.57 73.27 64.28 74.98 86.74 68.81 62.68 63.49 72.32 63.34 70.82 75.06 63.12 63.29 63.68 54.06 65.50 53.49 65.11
704 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 67.92 70.43 65.08 64.65 65.16 67.29 73.73 69.93 64.74 64.59 75.08 63.39 68.03 69.09 65.16 70.68 52.27 64.71 63.16 68.13 64.98 62.79 72.20 65.03 64.31 64.37
706 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 67.79 69.72 64.57 64.95 65.95 63.92 68.20 64.54 64.79 69.41 64.39 68.64 69.87 63.83 63.70 73.38 55.81 64.87 69.29 74.91 64.22 63.99 55.84 64.78 66.04 65.26
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 66.75 64.36 65.34 64.54 64.52 66.70 73.02 63.07 70.19 64.33 74.11 68.87 66.97 73.75 63.02 63.58 63.57 67.93 74.90 62.94 54.28 53.38 72.16 63.87 64.18 63.84
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 66.87 65.09 73.21 64.70 68.01 69.03 73.59 63.93 64.16 65.55 67.36 64.03 72.56 63.66 70.61 70.28 74.88 63.81 74.98 63.72 64.31 62.97 73.37 63.96 64.07 63.92
755 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.30 64.89 65.16 67.47 65.33 66.32 68.63 63.95 64.97 70.07 63.64 68.38 73.11 64.76 63.98 70.69 69.57 64.70 68.54 75.09 54.61 63.69 64.60 65.21 68.06 74.31
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.23 65.06 65.04 64.32 65.47 74.88 74.28 64.17 65.39 65.45 68.38 63.84 67.79 63.10 63.20 67.81 69.04 68.34 67.80 70.11 64.59 53.35 73.54 64.02 63.96 65.18
801 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.48 65.44 65.78 65.70 64.75 65.22 68.01 65.65 63.38 64.12 67.92 63.45 68.32 69.81 64.82 86.75 74.27 73.38 75.02 64.26 53.69 64.28 63.92 64.51 64.40 64.85
802 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 65.39 66.16 68.06 65.41 64.89 64.36 74.41 55.16 69.60 65.14 75.20 63.37 67.52 63.46 63.89 70.39 70.22 64.39 69.51 68.52 62.58 65.46 64.54 64.38 51.92 64.62
803 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.85 70.93 68.44 67.07 64.82 63.80 65.74 64.09 68.09 64.91 75.06 62.63 69.12 63.54 63.91 72.78 67.85 73.40 63.52 63.06 52.70 63.92 63.28 63.63 63.55 64.81
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 56.23 65.86 63.78 65.50 64.89 63.95 66.94 66.47 56.52 64.51 83.58 64.84 72.67 66.31 64.66 65.60 64.97 69.89 64.45 64.35 67.09 66.78 67.35 66.80 66.72 65.45
577 372 8 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 72.45 65.35 65.41 62.95 63.32 63.06 81.72 64.50 68.12 63.30 71.49 65.04 71.42 64.52 63.54 64.28 62.74 63.71 63.90 63.53 65.76 64.14 66.35 64.98 63.61 64.92
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 67.52 66.97 65.25 67.13 66.44 65.47 65.58 66.18 65.94 66.18 63.98 64.93 72.96 66.17 67.37 73.64 66.35 55.58 65.33 64.41 65.73 67.01 65.35 67.73 66.13 66.99
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 67.61 65.76 64.91 67.29 67.01 82.55 66.77 66.77 66.50 67.18 63.62 64.87 67.88 55.79 65.43 68.07 65.34 66.37 66.28 66.87 68.10 67.84 68.29 68.22 68.61 68.61
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 56.06 66.88 66.05 65.01 73.09 65.77 56.21 65.69 66.87 65.02 63.98 63.94 65.88 66.24 65.26 66.21 64.37 67.91 63.49 74.29 67.28 67.71 67.66 67.71 68.37 66.53
387 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 64.89 66.29 67.10 65.46 64.47 64.86 55.84 65.27 66.42 65.01 64.85 64.46 80.01 71.52 65.43 64.78 65.91 64.73 71.66 73.04 66.94 65.70 54.90 66.38 64.85 65.94
434 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 66.00 66.90 73.10 65.88 64.54 73.77 66.89 64.96 64.62 65.98 81.94 55.24 72.09 66.34 65.70 56.27 65.24 63.96 64.96 62.78 66.46 65.09 65.98 66.71 64.49 66.18
547 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 72.66 65.13 63.50 64.74 64.40 73.79 64.11 74.07 63.31 64.68 73.90 64.92 72.55 63.07 63.65 73.05 65.42 55.59 62.17 60.90 64.69 65.52 65.32 82.38 63.77 65.15
592 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.62 64.35 65.19 65.62 66.99 63.80 66.29 65.41 71.80 72.20 79.85 64.30 72.04 65.22 64.14 65.50 63.04 64.02 59.14 64.75 66.98 67.10 64.28 64.41 65.42 65.44
595 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 72.58 65.15 65.49 65.33 66.85 62.59 73.44 65.93 71.54 66.57 62.81 64.91 74.00 63.56 65.01 74.02 64.43 66.05 74.51 69.59 66.41 65.79 64.26 65.18 66.29 65.35
640 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 65.48 63.49 65.59 66.58 70.88 73.98 70.90 64.98 65.34 65.10 65.41 62.57 71.92 63.90 64.77 71.58 64.57 63.50 69.46 63.29 68.06 64.13 66.02 65.16 66.64 64.25
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 72.99 72.89 64.39 64.30 62.62 71.98 65.09 64.75 76.33 72.48 63.81 64.03 64.11 84.72 64.46 73.45 63.97 72.02 74.01 63.64 65.64 64.75 64.82 65.45 64.39 64.83
642 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 63.03 64.52 65.33 65.43 64.79 74.78 65.19 65.97 70.70 55.70 73.63 64.12 83.66 64.57 63.76 73.40 71.78 64.45 73.51 63.06 65.44 66.13 64.41 64.65 65.36 66.62
402 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 72.97 73.20 65.66 64.96 65.74 65.03 67.16 64.55 72.99 65.23 73.79 63.57 72.37 65.52 64.01 56.02 64.89 65.39 74.71 63.73 66.52 64.22 65.09 64.91 65.94 64.97
449 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.05 65.73 65.36 65.99 64.03 65.00 71.89 65.53 65.55 63.94 74.67 64.78 73.35 64.75 65.86 71.69 72.87 65.01 64.57 65.06 65.39 64.37 71.56 64.43 65.67 66.39
451 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 64.56 64.57 65.46 64.90 66.19 55.75 71.51 74.19 65.15 79.07 64.49 63.29 64.64 64.85 63.20 74.56 63.89 72.36 64.04 63.30 65.01 65.44 64.95 63.64 64.58 65.20
499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 69.98 66.20 71.38 65.40 63.73 73.36 70.52 65.02 71.78 65.72 69.12 64.20 72.52 55.09 64.38 57.37 64.11 65.35 84.89 64.01 65.41 66.46 65.12 65.01 64.75 64.63
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 73.74 61.53 64.75 65.20 42.66 56.14 72.15 65.68 81.40 65.47 72.86 62.17 72.25 74.31 64.88 65.29 64.70 72.66 73.59 61.97 64.53 65.55 64.40 65.13 64.57 64.58
561 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 56.12 64.93 65.42 64.71 64.69 64.21 64.45 65.69 73.79 65.10 69.05 63.23 68.81 64.09 63.60 64.02 63.81 64.62 73.90 60.43 65.15 66.21 80.49 65.09 63.83 64.37
562 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 71.99 65.72 65.54 64.87 64.70 64.61 69.00 73.71 65.46 73.01 65.70 63.93 72.79 63.81 64.63 65.91 64.21 74.25 64.40 64.35 64.71 64.84 64.58 66.12 64.60 64.05
563 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.69 65.64 71.80 64.83 65.06 63.36 65.39 64.04 72.98 55.30 64.42 64.04 64.22 64.08 64.47 84.90 63.63 74.30 64.16 62.30 65.97 64.89 63.88 64.47 64.51 62.77
608 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.81 65.64 65.39 64.61 73.14 64.77 72.65 65.63 64.14 63.84 74.56 64.38 65.56 63.16 64.40 63.58 66.82 81.12 62.62 67.76 65.99 65.46 65.34 65.10 65.93 66.55
609 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 65.76 65.39 73.13 64.42 65.86 75.29 71.27 64.27 64.69 73.76 75.10 64.05 64.29 65.09 64.56 74.58 63.45 64.17 64.76 74.91 63.23 66.05 63.70 64.16 64.29 64.78
610 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 72.45 63.67 64.95 65.18 65.46 65.00 73.08 65.19 72.65 64.22 69.95 63.12 55.98 64.70 64.67 74.56 64.26 64.99 64.61 74.51 63.52 65.35 72.94 64.63 64.47 64.80
611 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 72.52 65.51 71.91 65.36 64.95 62.18 73.27 65.08 65.27 66.21 75.26 64.54 74.54 64.23 62.19 64.61 64.57 74.39 74.12 62.89 65.45 64.90 64.54 65.46 65.56 65.09
656 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 55.02 72.01 63.64 65.71 63.43 85.59 73.09 64.92 65.60 63.00 75.06 63.83 73.20 73.91 64.85 72.42 64.90 64.05 62.95 63.78 67.28 65.62 66.13 64.09 63.42 66.50
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 83.68 64.56 72.66 63.99 65.17 75.05 73.02 64.82 72.20 73.67 63.14 70.02 72.48 63.27 64.13 54.49 75.42 73.04 63.70 62.79 64.75 64.00 64.28 63.94 64.04 66.23
658 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 62.54 65.48 64.84 63.42 64.62 61.88 71.24 63.62 64.31 65.68 73.31 63.23 82.65 64.74 64.87 73.53 63.53 72.97 62.76 60.94 65.04 63.22 64.84 65.99 64.33 63.65
659 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.47 65.31 71.83 64.52 64.80 61.04 66.56 64.48 64.44 64.90 74.34 63.98 73.69 64.71 64.14 74.29 73.56 63.51 63.97 63.81 65.35 64.79 66.83 65.62 64.06 64.74
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.74 64.65 65.54 66.16 65.43 65.59 42.66 65.12 73.23 73.42 62.85 62.92 72.80 64.70 64.79 73.77 64.37 72.52 87.76 74.80 66.43 65.86 64.91 65.99 66.08 65.26
417 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.53 64.78 64.80 65.05 65.03 70.07 73.52 74.14 64.05 65.26 74.12 61.26 51.48 64.01 63.28 74.20 64.70 64.19 61.49 62.51 72.58 65.67 65.01 63.25 64.61 65.05
418 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 73.11 66.27 64.34 64.60 64.99 63.27 73.63 64.26 73.33 64.63 69.58 64.16 74.83 64.57 64.33 73.31 65.07 65.26 64.34 63.44 65.06 64.99 63.80 64.60 64.18 42.66
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 65.10 65.20 72.41 65.40 73.86 63.92 68.34 64.52 73.38 64.53 75.07 68.43 73.91 63.72 64.83 75.21 64.13 62.76 75.33 63.64 64.60 64.85 63.22 63.63 64.83 85.30
467 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 64.39 64.76 65.12 65.69 64.53 64.65 72.78 63.54 84.73 84.49 64.81 85.44 64.60 63.15 64.28 73.86 63.71 64.13 65.87 70.14 65.00 63.91 65.31 65.08 64.03 66.62
512 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 66.00 65.80 65.80 64.49 65.90 74.43 72.82 65.64 68.33 64.98 74.67 65.56 74.84 64.69 63.40 72.51 63.66 63.49 62.69 63.08 62.69 64.19 63.91 63.69 65.93 63.53
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.19 64.65 42.66 73.40 65.58 72.55 64.46 63.90 65.23 63.90 61.33 69.27 86.03 64.51 65.15 74.11 74.24 73.98 63.18 63.95 65.69 65.24 64.16 64.39 64.13 64.90
514 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 69.64 66.10 55.89 65.26 65.53 72.64 72.73 64.84 71.61 65.36 74.61 62.31 73.98 64.32 63.52 63.28 65.26 63.83 63.91 63.72 64.93 65.08 64.35 64.21 65.12 64.93
Size of the All data:  (120, 29)
Size of the Sig data:  (72, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
31 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 60.22 59.54 59.24 59.70 58.91 69.42 73.75 58.61 57.77 58.54 75.93 58.17 74.74 58.28 58.98 75.72 47.16 58.64 69.16 66.96 56.70 56.83 75.79 58.20 56.89 58.30
71 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 64.93 58.75 58.10 59.10 59.08 54.33 58.92 58.03 57.42 57.10 76.26 57.31 75.01 54.45 58.37 46.52 42.29 74.49 76.46 75.76 41.32 57.34 75.99 57.25 76.54 57.44
65 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.19 58.35 58.54 58.98 58.99 67.66 68.21 58.29 59.33 58.18 69.14 56.73 75.76 47.68 58.95 73.72 57.56 75.42 68.89 77.55 57.12 45.86 57.64 57.57 58.60 47.85
8 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 74.15 58.11 58.27 59.25 59.15 76.30 67.70 59.01 68.77 58.60 57.40 57.44 74.50 50.06 58.91 68.95 70.09 69.08 75.80 57.54 57.93 56.36 75.91 56.63 58.95 58.26
62 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 73.44 58.90 58.79 57.85 59.01 57.70 67.89 44.99 57.79 57.18 57.40 68.51 75.12 58.03 57.83 75.89 56.24 56.91 75.21 69.41 56.96 56.51 76.94 57.98 56.28 46.04
56 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 59.74 58.20 58.63 58.75 73.62 57.85 67.54 57.41 57.66 57.53 75.95 56.21 58.43 57.56 58.65 75.49 57.43 57.47 76.07 56.85 56.89 57.05 57.55 57.48 57.60 47.17
67 372 8 0.01 24 0.00100 36 1.000000e-08 0.000000e+00 66.11 55.01 56.86 57.75 57.33 56.78 67.79 56.27 48.67 56.69 56.99 76.76 75.84 56.18 57.88 75.32 56.28 74.59 74.96 76.46 55.36 54.91 77.25 55.74 55.73 55.00
39 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 58.92 58.76 67.56 58.34 59.07 57.43 59.37 57.33 58.62 57.79 75.74 69.17 57.36 57.41 57.98 66.96 58.55 49.56 76.13 76.53 57.10 58.23 75.98 57.32 57.82 57.69
15 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 58.15 58.66 59.23 59.02 59.32 68.10 74.48 57.87 53.27 57.60 58.32 57.59 67.91 58.50 58.79 67.87 87.28 57.75 58.25 75.86 57.43 56.82 75.81 57.71 58.01 57.84
40 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 59.05 58.45 67.52 58.44 58.99 68.15 58.98 46.21 58.98 57.88 70.63 76.20 75.10 75.53 58.11 57.75 57.81 57.65 56.79 76.97 58.29 58.14 59.80 57.48 57.86 57.44
54 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 58.44 58.23 66.94 57.91 58.26 57.25 75.12 57.80 75.53 56.72 57.73 68.72 67.23 68.42 57.87 75.24 57.61 74.87 50.39 56.79 57.13 58.18 57.99 57.40 57.00 56.65
3 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 74.88 58.16 58.06 59.01 58.35 57.75 74.66 58.48 75.59 57.35 75.71 58.11 58.43 76.15 57.86 75.26 75.27 74.37 75.64 69.36 57.68 56.31 75.63 43.62 57.38 57.57
63 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.91 58.26 68.24 58.85 67.38 57.69 73.49 66.96 68.46 46.86 56.24 76.19 67.90 57.13 57.94 75.91 57.16 57.54 76.56 55.27 57.50 43.56 56.17 56.36 45.93 57.43
32 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 59.16 58.44 67.69 59.50 59.65 75.17 58.73 58.26 58.21 58.25 58.36 57.95 73.69 49.11 69.67 75.66 57.37 74.62 58.12 71.15 57.05 44.06 76.92 56.86 69.08 57.83
69 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 53.67 58.30 58.62 58.12 57.74 75.65 57.72 57.48 55.25 57.46 76.38 55.83 68.31 66.64 58.32 67.46 58.51 68.99 58.05 75.94 56.20 56.21 76.22 43.70 57.41 56.62
24 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 68.61 59.07 58.75 58.73 59.28 58.09 73.81 57.63 74.94 57.74 75.40 57.89 66.14 47.09 58.77 75.08 69.18 68.06 74.80 56.51 58.21 57.30 58.20 57.07 57.80 57.57
50 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.86 59.01 67.05 59.50 58.45 76.26 73.75 58.35 56.10 68.36 75.61 58.62 67.42 48.07 58.34 70.42 46.24 58.07 70.41 69.11 56.26 56.90 76.89 55.96 57.25 59.06
22 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.12 58.51 58.46 58.74 58.90 68.48 59.09 66.85 67.90 54.02 76.21 57.26 68.30 57.97 58.60 57.30 68.46 74.25 76.11 55.83 58.03 56.48 76.61 43.25 57.50 57.29
45 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.38 58.37 52.96 58.76 59.07 69.39 58.06 67.45 58.76 58.47 58.00 57.80 74.29 59.63 68.54 68.78 58.27 58.52 57.58 57.27 58.46 57.81 75.07 57.58 59.12 58.00
53 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 68.16 58.39 58.18 58.49 58.88 68.87 70.23 57.71 67.28 58.04 57.68 57.95 67.59 57.47 58.09 68.87 57.82 56.42 76.16 57.04 57.64 57.46 76.03 56.81 56.91 57.87
44 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 68.02 58.26 51.98 59.02 58.68 69.68 73.15 58.09 67.81 58.11 76.12 75.30 67.53 58.57 70.01 67.64 46.52 55.24 76.00 54.39 56.29 44.80 76.07 69.69 57.16 57.52
21 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.17 58.69 55.77 59.58 58.36 57.56 67.47 57.84 57.67 57.52 75.13 58.18 74.85 68.95 58.31 57.34 57.69 68.05 58.00 76.58 56.70 58.32 77.17 56.54 69.61 57.82
70 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 59.84 58.55 58.62 59.27 59.54 68.19 58.73 57.17 66.60 67.81 76.00 58.06 74.66 57.68 57.79 75.15 44.83 58.71 69.36 50.27 56.43 46.41 76.55 56.22 56.04 57.03
61 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 59.84 58.64 58.07 58.14 57.90 75.42 59.43 57.89 75.28 66.52 57.70 57.19 75.00 58.82 58.08 48.57 57.76 67.82 57.54 56.96 56.93 56.35 76.76 57.55 57.06 56.72
28 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 73.00 57.84 59.35 59.90 59.15 75.08 59.74 58.10 69.58 58.65 58.64 57.28 73.73 58.21 58.47 75.05 69.08 58.71 70.59 76.05 57.74 43.79 58.29 56.91 57.83 57.18
18 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 59.01 68.83 67.66 58.03 57.91 76.03 57.91 57.84 74.69 57.86 76.16 90.06 70.10 57.23 57.60 75.60 57.81 69.83 76.07 56.45 56.99 56.52 48.04 57.44 45.47 57.19
37 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 68.74 68.91 58.15 58.39 58.35 68.07 74.72 67.51 58.42 58.63 76.60 58.26 68.59 68.94 59.34 69.63 46.58 56.99 58.19 70.05 57.85 55.16 75.55 57.44 57.59 57.10
60 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 68.73 69.26 58.70 58.60 59.46 58.06 67.14 59.04 58.15 68.11 57.78 68.78 68.09 57.56 57.85 76.06 48.65 57.39 68.69 75.77 57.61 57.05 50.83 56.19 58.61 56.72
57 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 67.70 57.79 57.97 58.33 58.65 68.64 75.57 56.82 68.91 57.07 76.62 70.44 67.16 74.39 57.85 57.09 58.02 67.68 76.89 55.67 45.89 44.31 76.54 56.98 57.17 55.37
5 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 68.19 58.26 74.68 58.12 68.23 69.60 74.86 58.24 57.90 57.75 69.25 58.92 74.40 58.55 70.79 69.96 75.62 57.83 76.00 57.62 58.53 56.84 76.62 56.79 56.27 56.55
19 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.68 58.54 58.90 67.57 59.52 68.32 68.51 58.54 58.73 68.55 58.94 68.01 74.89 59.57 58.72 71.18 69.10 59.48 69.61 75.56 45.85 56.47 57.31 56.73 69.32 75.85
36 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.17 58.76 57.98 58.51 57.65 75.36 74.50 57.70 58.52 59.00 69.13 58.25 69.33 57.58 58.15 67.11 69.37 69.93 69.49 70.27 57.98 44.55 76.55 56.55 56.77 56.42
10 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.96 58.80 59.37 59.88 58.86 58.61 65.61 57.94 57.57 57.66 69.13 57.17 68.54 69.48 58.55 88.24 74.53 74.84 75.87 57.44 45.28 58.51 56.73 56.75 58.51 58.49
66 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 59.25 59.69 67.26 58.53 58.65 58.01 74.73 47.82 68.80 58.62 76.00 58.19 66.86 58.42 57.67 68.64 69.37 57.30 69.62 70.29 56.18 57.55 57.63 56.86 44.39 56.81
48 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.07 68.03 69.16 67.58 59.01 58.24 58.96 57.62 67.79 58.36 75.15 56.90 67.80 58.15 57.41 75.66 69.62 75.81 58.11 56.13 44.79 56.74 56.90 56.36 56.88 56.22
55 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 51.34 58.13 57.94 58.31 58.75 56.57 60.11 59.91 50.69 57.94 88.68 56.97 75.06 57.36 58.56 58.77 57.69 73.57 57.21 55.93 60.62 57.95 59.57 58.84 58.16 57.06
58 372 8 0.10 24 0.00001 36 0.000000e+00 1.000000e-08 74.67 57.07 59.22 56.72 57.21 55.66 86.61 56.08 75.63 55.32 73.80 56.65 74.28 56.26 55.86 56.29 55.56 56.41 55.82 56.13 59.37 56.47 57.20 56.51 57.18 56.97
41 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 60.60 59.65 59.09 59.22 60.64 56.80 60.13 58.63 58.68 59.80 57.29 57.30 74.64 59.22 58.65 75.48 58.33 52.06 57.48 56.40 57.67 60.73 58.10 60.23 59.12 58.81
16 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 61.87 61.08 61.28 62.23 61.67 88.12 60.22 60.06 61.46 60.72 56.81 59.05 60.79 50.88 59.39 61.30 59.91 59.50 57.68 58.87 61.54 61.01 62.38 60.64 60.43 61.97
59 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 50.98 59.52 61.50 59.34 74.03 56.99 50.86 58.58 60.32 59.01 55.20 56.42 58.09 58.67 58.79 59.06 56.44 60.12 55.25 76.30 59.70 59.96 60.97 60.68 60.65 59.26
52 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 58.75 59.85 60.35 58.72 58.26 57.81 50.46 57.17 59.18 57.67 56.75 57.19 83.43 75.78 58.23 56.87 59.30 57.95 74.87 76.32 57.48 57.31 57.74 57.81 56.45 58.19
43 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 60.34 60.53 74.84 58.01 59.10 76.43 60.47 57.84 57.70 59.21 85.34 50.12 73.76 57.89 58.43 50.80 57.82 57.43 56.80 55.88 57.81 57.60 56.94 58.68 57.12 57.04
27 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 74.44 57.92 56.94 57.61 58.52 76.05 57.20 76.23 56.48 57.15 76.91 56.67 75.19 57.03 57.62 75.54 58.21 50.49 55.16 54.72 56.79 58.29 56.20 86.97 57.55 55.96
30 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 73.64 58.15 58.62 59.19 58.96 56.08 58.38 57.40 74.31 74.09 87.36 56.78 73.53 57.30 57.51 57.68 56.47 57.50 50.57 56.66 57.89 59.75 56.01 57.17 57.34 57.25
7 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.13 59.43 59.64 59.27 59.17 56.83 74.28 58.39 72.82 59.29 55.49 57.80 76.30 56.59 57.99 75.92 57.77 58.62 76.45 69.95 58.04 59.25 57.69 57.89 57.57 56.82
35 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 59.59 57.69 58.80 59.78 72.35 76.59 73.13 57.44 57.99 57.98 56.99 56.22 74.91 57.74 57.36 75.00 57.67 56.63 69.82 55.39 60.38 57.29 57.27 57.11 58.50 56.72
1 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.97 73.28 57.56 58.06 56.02 74.59 58.25 56.94 81.78 75.19 56.56 57.01 58.16 88.61 56.05 76.44 56.50 75.04 76.20 55.19 57.85 56.59 56.75 56.36 56.31 56.09
14 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 57.51 59.13 58.74 58.62 58.52 76.46 58.53 57.86 72.67 50.76 75.40 56.79 89.70 56.73 56.43 75.79 74.98 57.16 75.60 55.87 58.71 56.87 56.95 57.11 56.49 58.37
25 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 75.13 73.69 59.38 57.99 59.50 57.74 60.68 57.72 75.43 57.72 75.56 57.26 74.58 59.39 57.76 50.25 57.99 58.58 76.82 56.00 58.14 57.00 57.55 56.98 57.89 56.63
9 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 73.69 60.23 60.68 59.66 58.40 58.49 74.34 57.77 58.02 57.03 76.58 56.98 75.53 57.25 57.85 75.23 75.97 58.75 57.44 56.51 57.38 57.03 75.85 56.50 58.57 59.11
47 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 59.05 59.48 58.35 58.84 59.10 50.20 73.27 75.63 58.44 83.57 56.59 56.63 58.59 57.69 56.76 75.89 56.81 75.06 56.84 57.06 57.49 58.00 57.15 55.98 57.29 57.48
20 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 71.90 58.79 73.58 58.49 58.14 75.29 73.28 57.83 75.32 57.83 69.18 57.08 75.23 50.51 57.13 51.08 57.60 58.61 88.84 56.88 56.81 58.18 57.74 56.98 57.05 55.83
42 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 74.73 56.73 57.57 59.10 49.17 50.21 73.40 58.44 84.57 57.36 75.35 56.14 74.78 75.74 57.34 57.98 57.46 75.10 76.05 55.91 57.95 57.77 57.07 57.40 56.77 56.93
64 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 50.18 59.16 58.92 57.87 58.80 57.17 57.12 57.95 75.44 58.41 69.17 56.79 68.58 57.50 57.88 57.05 57.10 57.49 77.48 53.60 57.46 57.08 87.72 56.83 57.33 56.21
29 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 74.22 59.59 59.55 58.18 58.28 57.61 67.73 75.15 57.05 74.93 58.14 57.01 75.00 56.88 58.31 58.66 57.78 76.21 57.01 56.37 57.76 57.28 57.32 57.46 57.02 57.97
46 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 74.17 58.87 73.54 58.07 59.11 57.55 58.53 57.34 75.65 50.80 57.33 57.78 57.87 57.42 57.94 88.36 57.12 75.51 56.62 55.39 58.37 57.57 56.71 57.57 57.62 56.74
17 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 75.13 58.70 59.28 59.01 73.99 56.91 75.25 58.75 58.26 56.44 75.48 57.71 58.25 57.31 58.12 58.72 67.69 85.41 56.08 69.72 58.17 57.49 57.22 57.18 57.81 56.67
11 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 59.82 59.22 73.95 57.16 58.34 76.42 73.86 56.87 56.58 76.70 75.90 56.68 57.41 57.38 58.15 76.02 57.72 56.87 57.03 76.60 56.15 57.47 57.71 56.81 56.96 57.49
33 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.18 57.61 58.46 58.71 59.84 57.57 74.45 57.91 75.12 57.68 70.40 56.79 50.49 57.90 58.17 76.72 57.52 57.91 57.84 77.15 57.19 58.45 76.63 57.81 56.47 57.53
12 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.94 58.20 72.87 58.06 59.22 56.19 75.27 57.70 57.96 58.04 76.65 57.55 76.74 57.37 56.28 58.47 57.41 75.12 75.65 55.57 58.47 57.31 56.84 56.86 57.12 57.69
13 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 49.88 73.70 57.37 58.83 56.36 91.73 75.50 58.75 58.88 55.78 77.01 57.19 74.96 76.29 56.83 75.24 57.05 57.58 56.42 56.51 57.32 58.83 58.42 56.89 55.90 58.38
4 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.09 58.23 74.60 58.26 59.22 76.95 75.52 56.78 74.54 75.70 56.21 70.09 74.14 57.29 56.74 49.51 75.70 75.49 56.06 55.17 57.46 56.87 57.16 55.21 57.99 58.00
49 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 56.18 59.01 58.15 57.73 59.59 56.32 73.48 57.42 57.32 58.20 75.20 56.02 88.53 57.25 57.60 76.53 56.99 76.65 56.95 52.97 57.50 55.58 57.43 57.35 57.27 56.41
26 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.73 59.69 73.88 58.32 58.73 55.24 59.14 57.55 57.89 58.04 76.36 57.69 75.41 58.03 56.98 75.69 76.06 57.11 57.35 56.52 57.29 57.15 57.00 57.08 57.42 56.67
6 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 74.28 60.16 59.39 59.10 59.57 56.88 49.17 58.23 75.51 75.58 56.47 55.95 75.41 57.05 57.90 76.82 57.33 74.74 91.17 76.28 60.06 58.29 57.98 56.88 57.14 57.32
34 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.22 58.70 59.53 58.67 59.19 69.49 75.98 76.50 57.04 57.77 76.85 55.82 58.87 57.45 56.17 76.45 57.14 56.84 54.64 54.88 76.13 58.12 56.99 55.83 56.60 58.01
68 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 75.15 59.44 59.01 57.35 58.85 57.65 75.85 57.31 76.21 58.01 69.96 56.44 76.01 57.25 57.08 76.06 57.20 57.46 56.55 55.97 56.80 57.87 57.57 56.98 57.23 49.17
0 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 58.78 58.48 75.23 58.86 75.05 57.29 69.20 57.45 75.91 58.31 76.99 70.26 75.46 56.60 56.44 76.54 57.62 56.58 76.51 56.48 56.99 56.02 56.07 56.76 57.63 89.69
2 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 58.59 58.87 58.96 59.09 59.19 56.93 74.83 57.77 88.74 88.81 57.71 90.23 56.31 56.35 56.79 74.88 57.18 57.59 56.47 70.05 57.85 57.20 58.46 57.78 57.70 58.33
38 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 58.41 58.51 58.96 57.91 60.36 76.44 74.52 57.44 67.56 56.03 76.66 57.01 75.62 57.31 56.00 75.40 57.03 57.37 55.06 56.14 55.73 57.88 56.52 56.03 57.84 55.92
23 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.10 59.22 49.17 75.07 58.85 74.68 58.37 56.60 57.47 56.78 54.94 69.36 91.16 56.75 57.50 75.70 75.74 76.26 55.71 56.60 57.48 58.15 56.58 56.81 56.58 56.62
51 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.63 58.76 50.13 58.91 58.32 75.70 73.50 58.26 74.50 59.16 76.83 55.92 75.71 57.13 58.25 56.13 57.46 57.47 56.45 56.31 58.17 57.85 56.91 56.72 57.18 56.15
Size of the test data:  (72, 34)

Difference

Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.74 -4.68 -3.63 -5.06 -5.34 5.57 -6.55 -6.71 -5.04 -6.46 -6.81 -5.82 -7.09 -4.91 -6.04 -6.77 -5.43 -6.87 -8.60 -8.00 -6.56 -6.83 -5.91 -7.58 -8.18 -6.64 25
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.92 -7.32 -6.16 -7.91 -5.80 -8.67 -5.45 -7.55 -7.26 -6.38 -6.69 -7.63 1.68 -6.95 -8.72 1.84 -8.02 -3.52 -7.85 -8.01 -8.06 -6.28 -7.25 -7.50 -7.01 -8.18 24
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.08 -7.36 -4.55 -5.67 0.94 -8.78 -5.35 -7.11 -6.55 -6.01 -8.78 -7.52 -7.79 -7.57 -6.47 -7.15 -7.93 -7.79 -8.24 2.01 -7.58 -7.75 -6.69 -7.03 -7.72 -7.27 24
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -4.89 -7.73 -5.84 -7.19 -6.14 -7.38 -6.83 -6.56 -5.83 -6.57 5.10 -7.87 2.39 -8.95 -6.10 -6.83 -7.28 3.68 -7.24 -8.42 -6.47 -8.83 -7.78 -7.96 -8.56 -8.39 23
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.42 -6.22 -7.20 -6.82 -6.40 -0.54 0.91 -7.44 -6.18 -7.55 -6.39 -6.95 -0.33 -6.71 -5.98 -0.75 3.14 -6.78 -8.08 1.28 -7.94 -6.52 2.83 -8.51 -6.81 -7.66 22
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.28 -6.64 -7.21 -7.14 -6.77 0.80 -5.91 -6.38 1.42 -1.37 -5.92 -7.37 2.68 -5.11 -6.23 -6.52 -6.24 -0.14 -6.95 -6.51 -7.18 -7.48 3.38 -7.06 -8.00 -8.07 22
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499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.92 -7.41 2.20 -6.91 -5.59 1.93 2.76 -7.19 3.54 -7.89 0.06 -7.12 2.71 -4.58 -7.25 -6.29 -6.51 -6.74 3.95 -7.13 -8.60 -8.28 -7.38 -8.03 -7.70 -8.80 18
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.91 -5.43 6.51 1.67 -6.73 2.13 -6.09 -7.30 -7.76 -7.12 -6.39 0.09 5.13 -7.76 -7.65 1.59 1.50 2.28 -7.47 -7.35 -8.21 -7.09 -7.58 -7.58 -7.55 -8.28 17
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.95 -6.57 -7.37 -6.21 -5.87 1.94 2.55 -6.25 -1.28 -7.26 2.51 1.57 0.19 0.64 -5.17 -6.49 -5.55 -0.25 1.99 -7.27 -8.39 -9.07 4.38 -6.89 -7.01 -8.47 17
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.54 -4.49 -6.15 -7.06 -5.86 -8.71 6.51 -6.89 2.28 2.16 -6.38 -6.97 2.61 -7.65 -6.89 3.05 -7.04 2.22 3.41 1.48 -6.37 -7.57 -6.93 -9.11 -8.94 -7.94 17
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.99 -4.80 -7.18 -6.10 6.51 -5.93 1.25 -7.24 3.17 -8.11 2.49 -6.03 2.53 1.43 -7.54 -7.31 -7.24 2.44 2.46 -6.06 -6.58 -7.78 -7.33 -7.73 -7.80 -7.65 17
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.99 0.24 0.27 -5.81 -6.95 0.79 -6.42 -5.73 1.42 -6.42 1.18 3.32 1.29 -5.45 -5.89 3.28 -5.53 -0.99 1.01 -6.67 -6.30 -7.16 -6.02 -8.06 -8.02 -7.92 17
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.98 0.39 -6.83 -6.24 -6.60 2.61 -6.84 -7.81 5.45 2.71 -7.25 -7.02 -5.95 3.89 -8.41 2.99 -7.47 3.02 2.19 -8.45 -7.79 -8.16 -8.07 -9.09 -8.08 -8.74 17
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.33 -7.01 -0.03 -5.59 -7.11 2.18 0.84 -6.17 -7.30 0.03 1.28 -5.43 0.79 -6.43 -4.87 0.55 -8.19 -5.59 0.72 0.01 -8.25 -6.85 3.95 -7.88 -7.07 -5.93 17
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.06 -6.30 -7.06 -5.81 -7.82 0.48 0.22 -6.47 -6.87 -6.45 0.75 -5.59 1.54 -5.52 -5.05 -0.70 0.33 1.59 1.69 0.16 -6.61 -8.80 3.01 -7.47 -7.19 -8.76 17
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.09 -6.43 -4.79 -6.66 -6.64 1.57 1.21 -5.98 0.29 -7.52 1.57 0.49 -1.76 -5.50 1.17 0.96 -5.16 -7.74 0.59 -8.79 -6.99 -9.18 2.67 -0.18 -8.08 -7.45 16
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.26 -5.77 -6.86 -5.82 -6.33 -7.10 0.96 -5.47 2.22 -6.79 0.70 -5.85 -6.20 2.88 -6.03 1.18 1.82 2.03 1.12 -0.56 -6.27 -7.31 2.58 -8.33 -6.79 -7.17 16
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 -6.72 2.82 -6.54 1.19 -6.63 0.86 -7.07 2.53 -6.22 1.92 1.83 1.55 -7.12 -8.39 1.33 -6.51 -6.18 1.18 -7.16 -7.61 -8.83 -7.15 -6.87 -7.20 4.39 16
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.41 -6.33 1.94 -5.73 -5.95 1.90 2.50 -8.04 2.34 2.03 -6.93 0.07 1.66 -5.98 -7.39 -4.98 0.28 2.45 -7.64 -7.62 -7.29 -7.13 -7.12 -8.73 -6.05 -8.23 16
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.32 -6.83 1.47 -6.58 0.22 0.57 1.27 -5.69 -6.26 -7.80 1.89 -5.11 1.84 -5.11 0.18 -0.32 0.74 -5.98 1.02 -6.10 -5.78 -6.13 3.25 -7.17 -7.80 -7.37 15

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 70.620417 5.177879
mAP_valid_abs_values_11 70.125556 5.450132
mAP_valid_abs_values_16 69.597639 6.112101
mAP_valid_abs_values_7 68.793056 5.288811
mAP_valid_abs_values_19 68.791389 5.882199
mAP_valid_abs_values 68.515833 5.394471
mAP_valid_abs_values_9 67.928472 4.881950
mAP_valid_abs_values_6 67.816111 5.462187
mAP_valid_abs_values_23 67.485278 4.846358
mAP_valid_abs_values_18 67.192361 4.829872
mAP_valid_abs_values_20 66.648194 4.903977
mAP_valid_abs_values_10 65.961111 4.376367
mAP_valid_abs_values_2 65.754583 2.040182
mAP_valid_abs_values_3 65.669028 4.149084
mAP_valid_abs_values_12 65.535694 4.655799
mAP_valid_abs_values_5 65.360833 3.442333
mAP_valid_abs_values_4 65.336389 1.282834
mAP_valid_abs_values_17 65.080556 5.576295
mAP_valid_abs_values_8 65.062083 3.501951
mAP_valid_abs_values_26 64.744861 4.310884
mAP_valid_abs_values_24 64.728889 3.586375
mAP_valid_abs_values_25 64.714306 2.913914
mAP_valid_abs_values_14 64.658472 4.869218
mAP_valid_abs_values_15 64.567222 1.536852
mAP_valid_abs_values_21 64.368333 3.464628
mAP_valid_abs_values_22 63.558056 3.916255


We then apply the hyperparameters to the test set and average the results.

Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_13 70.820556 7.865127
mAP_test_abs_values_16 68.630694 9.658375
mAP_test_abs_values_11 68.604583 9.515487
mAP_test_abs_values_7 67.099861 8.080257
mAP_test_abs_values 66.631528 8.589009
mAP_test_abs_values_19 66.021111 9.978181
mAP_test_abs_values_6 65.066944 9.411264
mAP_test_abs_values_9 64.886667 8.924696
mAP_test_abs_values_23 64.004167 9.611958
mAP_test_abs_values_18 63.848889 8.613240
mAP_test_abs_values_20 62.609861 8.908308
average_map 62.004038 1.080287
mAP_test_abs_values_3 61.338056 6.129838
mAP_test_abs_values_12 60.593750 7.665365
mAP_test_abs_values_10 60.408194 7.298375
mAP_test_abs_values_17 60.256250 8.488020
mAP_test_abs_values_5 59.968333 4.333901
mAP_test_abs_values_2 59.872083 3.789966
mAP_test_abs_values_14 59.452917 7.349771
mAP_test_abs_values_4 59.146667 2.527302
mAP_test_abs_values_8 58.900000 5.314149
mAP_test_abs_values_15 58.498333 2.867336
mAP_test_abs_values_25 57.716528 4.254147
mAP_test_abs_values_26 57.491250 5.101796
mAP_test_abs_values_24 57.189583 4.845550
mAP_test_abs_values_21 57.003750 4.201917
mAP_test_abs_values_22 56.044444 4.199855
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
816 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 66.77 65.99 65.07 66.69 65.42 67.34 72.81 63.85 64.42 65.33 73.83 64.20 73.00 64.30 63.89 73.04 54.47 65.25 70.98 64.84 64.76 65.17 72.21 65.86 65.51 64.78
817 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 65.21 66.00 64.51 65.39 64.95 62.37 64.54 65.26 65.53 64.42 75.31 65.18 72.73 59.23 63.10 53.93 50.10 72.43 74.08 74.83 50.32 64.21 72.24 65.63 73.46 64.84
819 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.75 65.60 64.85 66.06 65.70 66.66 69.25 64.57 65.67 65.53 69.61 64.09 72.53 55.06 64.94 70.81 64.37 73.45 70.10 75.60 65.09 52.26 64.51 65.63 65.94 55.75
675 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 73.07 66.07 65.69 65.83 65.61 74.69 67.84 65.82 68.83 65.81 63.97 63.58 72.56 55.50 65.91 69.00 69.03 68.52 74.34 64.77 64.28 64.99 73.62 65.26 65.87 65.85
720 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 72.55 65.11 65.86 65.46 65.03 64.04 68.11 51.36 64.95 64.88 63.59 67.45 72.77 64.95 63.82 74.42 64.18 63.15 74.42 69.17 64.14 64.92 72.99 64.52 64.29 54.36
721 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 66.43 65.01 64.91 65.64 71.60 65.26 68.66 64.41 64.73 64.37 74.73 63.04 63.94 63.62 64.06 72.05 63.90 65.65 75.28 64.30 65.06 65.86 65.20 65.59 65.55 56.85
723 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 65.57 65.80 67.77 65.06 65.55 65.41 65.80 65.51 65.98 65.72 73.60 67.05 64.35 62.76 65.73 67.63 64.07 55.24 74.41 74.91 65.01 64.76 72.43 65.96 64.68 65.82
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 64.57 64.88 66.43 65.84 65.72 68.64 73.57 65.31 59.45 65.15 64.71 64.54 68.24 65.21 64.77 68.62 84.14 64.53 66.33 74.58 65.37 63.34 72.98 66.22 64.82 65.50
770 372 8 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 66.74 65.68 65.20 64.82 65.25 63.93 66.65 54.82 73.75 69.33 66.06 64.44 64.85 72.90 65.37 54.06 65.06 63.78 73.95 73.79 53.79 65.35 65.25 65.30 65.50 65.22
771 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 64.78 64.97 67.34 65.16 64.48 68.09 64.94 53.81 66.35 65.80 69.14 74.23 73.18 73.03 63.41 65.02 65.06 65.01 64.24 74.77 65.80 65.51 66.96 64.82 65.58 65.03
832 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 66.15 65.28 66.04 64.45 64.82 63.38 73.27 63.36 72.86 64.95 63.88 67.48 67.81 69.71 64.66 73.17 64.87 73.58 56.20 64.68 63.87 64.97 64.68 64.94 63.55 64.01
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 73.62 63.93 64.92 64.83 64.68 64.85 73.70 63.95 73.37 64.14 75.01 63.96 64.63 73.27 63.89 74.08 73.45 72.34 74.52 69.92 63.95 63.62 73.05 51.95 64.17 64.74
834 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 72.80 64.59 68.32 64.69 68.44 64.12 72.00 69.07 70.23 53.94 64.55 75.12 70.21 64.21 63.90 73.84 63.91 64.30 75.10 62.51 65.13 52.32 64.44 64.12 54.23 63.92
835 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.09 65.45 67.68 65.75 65.03 59.63 71.66 64.25 56.12 64.28 74.03 66.99 70.12 64.04 64.54 72.76 64.16 63.52 67.86 66.76 64.36 64.31 53.26 64.32 68.34 53.63
688 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 66.40 64.94 66.88 65.34 65.68 74.88 64.82 65.56 65.50 65.72 63.46 64.24 72.58 55.12 70.68 73.46 64.11 73.15 64.34 71.20 65.23 51.82 73.46 65.68 69.83 65.25
689 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 56.98 64.47 65.13 64.58 64.23 74.12 65.19 63.83 62.85 64.39 75.56 62.92 68.95 68.59 63.17 68.65 65.34 68.64 63.40 74.96 63.32 63.56 72.65 52.01 64.02 64.14
691 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 67.70 65.24 64.90 64.69 65.20 65.13 72.00 64.76 72.97 65.25 73.57 64.16 67.97 55.48 64.57 73.61 67.83 68.88 73.89 64.57 66.41 63.89 67.46 63.72 64.81 64.78
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 66.19 66.02 67.08 65.09 65.56 74.08 72.91 64.52 63.40 68.33 74.33 64.05 66.63 54.50 63.21 69.87 54.43 63.66 69.69 69.10 64.51 63.75 72.94 63.84 64.32 64.99
737 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.02 64.34 64.36 65.17 65.03 68.21 65.49 69.78 70.22 60.39 75.51 63.82 69.49 63.14 64.93 64.49 69.53 73.65 74.57 63.14 65.54 64.54 73.37 51.49 66.06 64.72
738 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.83 65.23 60.20 64.84 65.28 68.32 64.65 69.92 65.31 65.06 64.05 64.70 72.53 63.47 68.66 70.20 63.38 64.98 63.96 63.80 65.78 63.42 73.25 64.51 65.31 64.51
739 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 67.53 64.81 65.21 64.65 65.08 68.15 70.29 64.80 69.15 65.15 64.73 63.16 69.46 63.22 62.83 68.92 63.18 63.10 73.61 63.27 64.98 64.49 72.82 64.81 64.58 64.73
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 67.93 64.69 56.77 65.68 65.32 68.11 71.94 64.07 67.52 65.63 74.55 74.81 69.29 64.07 68.84 66.68 51.68 62.98 75.41 63.18 63.28 53.98 73.40 69.87 65.24 64.97
785 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.44 65.72 62.99 66.41 64.74 64.19 69.23 64.68 65.32 65.42 74.18 63.87 72.35 70.22 63.56 64.22 63.80 67.98 63.57 73.82 64.62 65.41 73.70 64.12 68.53 65.13
786 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 66.35 65.34 65.22 65.57 65.80 68.09 65.04 64.67 67.40 70.56 75.03 64.02 72.10 63.30 62.81 73.61 52.41 65.48 70.85 55.77 63.00 54.33 72.89 64.54 64.34 64.71
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 66.12 65.28 65.28 65.28 64.67 74.62 65.34 64.27 73.86 67.89 63.62 64.56 72.32 63.93 64.31 55.09 64.00 67.96 64.49 63.47 64.11 63.83 73.38 64.61 65.06 64.79
849 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 74.06 65.83 64.61 65.83 65.42 64.22 68.21 54.91 64.68 64.95 75.05 62.42 73.55 64.04 63.27 73.11 63.63 69.23 64.02 68.94 54.47 65.81 55.02 64.40 65.04 50.62
850 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 72.72 65.42 65.64 66.23 65.00 73.74 66.13 63.45 71.09 65.30 64.62 63.56 72.81 63.27 63.88 73.18 68.56 64.62 71.11 74.11 65.24 52.71 65.97 64.35 64.62 64.73
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 66.00 68.59 67.39 63.84 64.86 75.24 64.33 63.57 73.27 64.28 74.98 86.74 68.81 62.68 63.49 72.32 63.34 70.82 75.06 63.12 63.29 63.68 54.06 65.50 53.49 65.11
704 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 67.92 70.43 65.08 64.65 65.16 67.29 73.73 69.93 64.74 64.59 75.08 63.39 68.03 69.09 65.16 70.68 52.27 64.71 63.16 68.13 64.98 62.79 72.20 65.03 64.31 64.37
706 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 67.79 69.72 64.57 64.95 65.95 63.92 68.20 64.54 64.79 69.41 64.39 68.64 69.87 63.83 63.70 73.38 55.81 64.87 69.29 74.91 64.22 63.99 55.84 64.78 66.04 65.26
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 66.75 64.36 65.34 64.54 64.52 66.70 73.02 63.07 70.19 64.33 74.11 68.87 66.97 73.75 63.02 63.58 63.57 67.93 74.90 62.94 54.28 53.38 72.16 63.87 64.18 63.84
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 66.87 65.09 73.21 64.70 68.01 69.03 73.59 63.93 64.16 65.55 67.36 64.03 72.56 63.66 70.61 70.28 74.88 63.81 74.98 63.72 64.31 62.97 73.37 63.96 64.07 63.92
755 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.30 64.89 65.16 67.47 65.33 66.32 68.63 63.95 64.97 70.07 63.64 68.38 73.11 64.76 63.98 70.69 69.57 64.70 68.54 75.09 54.61 63.69 64.60 65.21 68.06 74.31
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.23 65.06 65.04 64.32 65.47 74.88 74.28 64.17 65.39 65.45 68.38 63.84 67.79 63.10 63.20 67.81 69.04 68.34 67.80 70.11 64.59 53.35 73.54 64.02 63.96 65.18
801 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.48 65.44 65.78 65.70 64.75 65.22 68.01 65.65 63.38 64.12 67.92 63.45 68.32 69.81 64.82 86.75 74.27 73.38 75.02 64.26 53.69 64.28 63.92 64.51 64.40 64.85
802 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 65.39 66.16 68.06 65.41 64.89 64.36 74.41 55.16 69.60 65.14 75.20 63.37 67.52 63.46 63.89 70.39 70.22 64.39 69.51 68.52 62.58 65.46 64.54 64.38 51.92 64.62
803 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.85 70.93 68.44 67.07 64.82 63.80 65.74 64.09 68.09 64.91 75.06 62.63 69.12 63.54 63.91 72.78 67.85 73.40 63.52 63.06 52.70 63.92 63.28 63.63 63.55 64.81
528 372 8 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 65.51 65.08 57.96 66.24 66.01 62.03 71.74 66.10 66.70 66.55 64.98 61.57 72.38 66.09 65.32 72.07 65.30 71.91 56.11 64.39 62.85 66.38 67.15 65.56 65.97 67.13
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 56.23 65.86 63.78 65.50 64.89 63.95 66.94 66.47 56.52 64.51 83.58 64.84 72.67 66.31 64.66 65.60 64.97 69.89 64.45 64.35 67.09 66.78 67.35 66.80 66.72 65.45
576 372 8 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 65.45 65.07 63.87 66.27 42.66 61.94 71.42 64.66 66.18 65.52 63.39 64.02 72.69 64.85 65.08 65.94 64.76 63.62 65.57 55.34 65.95 67.48 66.72 67.36 65.30 65.76
578 372 8 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 70.58 65.89 65.17 66.87 64.59 65.14 56.39 65.36 55.47 66.58 62.36 63.62 71.85 64.92 66.06 66.14 64.97 66.24 64.91 62.11 64.94 66.29 65.57 66.26 64.93 66.80
579 372 8 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 71.63 68.08 64.17 63.34 66.02 70.44 66.76 66.57 65.12 65.23 56.83 63.88 71.90 63.99 65.66 64.13 65.90 67.46 64.26 62.83 66.52 67.22 66.48 65.37 65.82 67.06
624 372 8 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 72.50 65.31 64.36 64.67 62.12 63.86 55.31 68.35 65.81 65.67 64.53 62.16 71.27 59.84 64.54 72.61 64.17 66.18 62.99 62.00 65.40 67.11 66.36 66.27 66.53 67.37
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 67.52 66.97 65.25 67.13 66.44 65.47 65.58 66.18 65.94 66.18 63.98 64.93 72.96 66.17 67.37 73.64 66.35 55.58 65.33 64.41 65.73 67.01 65.35 67.73 66.13 66.99
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 67.61 65.76 64.91 67.29 67.01 82.55 66.77 66.77 66.50 67.18 63.62 64.87 67.88 55.79 65.43 68.07 65.34 66.37 66.28 66.87 68.10 67.84 68.29 68.22 68.61 68.61
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 56.06 66.88 66.05 65.01 73.09 65.77 56.21 65.69 66.87 65.02 63.98 63.94 65.88 66.24 65.26 66.21 64.37 67.91 63.49 74.29 67.28 67.71 67.66 67.71 68.37 66.53
385 372 8 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 66.66 65.92 68.14 66.21 65.32 62.60 65.41 64.64 82.60 64.55 55.89 66.09 56.20 52.66 62.78 64.07 64.68 65.37 63.36 63.47 65.16 65.56 66.31 64.95 66.13 65.78
386 372 8 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 70.15 66.14 65.56 66.42 56.43 71.34 65.08 67.88 64.43 65.71 63.02 63.96 73.16 65.44 64.50 71.93 66.34 66.31 61.49 63.09 66.05 66.08 65.67 65.41 65.12 64.42
387 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 64.89 66.29 67.10 65.46 64.47 64.86 55.84 65.27 66.42 65.01 64.85 64.46 80.01 71.52 65.43 64.78 65.91 64.73 71.66 73.04 66.94 65.70 54.90 66.38 64.85 65.94
433 372 8 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 66.06 64.39 56.01 66.18 56.44 64.64 72.29 72.44 54.85 65.05 64.60 64.62 65.60 65.33 66.14 65.78 63.88 72.62 63.79 65.01 67.54 66.99 65.62 64.83 66.94 66.34
434 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 66.00 66.90 73.10 65.88 64.54 73.77 66.89 64.96 64.62 65.98 81.94 55.24 72.09 66.34 65.70 56.27 65.24 63.96 64.96 62.78 66.46 65.09 65.98 66.71 64.49 66.18
435 372 8 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 72.42 65.60 56.32 66.15 72.00 62.37 66.06 42.66 65.34 65.92 62.84 64.62 64.78 64.31 65.15 55.97 66.37 64.30 62.22 61.05 66.45 66.60 66.26 66.35 67.23 66.22
480 372 8 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 69.53 64.52 64.70 65.43 69.04 63.18 65.91 67.18 64.47 64.86 63.65 64.14 72.12 64.73 65.01 56.31 63.96 63.21 62.32 61.80 65.44 63.63 65.89 66.20 65.65 64.61
481 372 8 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 66.64 65.17 64.77 55.53 65.09 73.41 55.45 65.45 64.89 65.47 73.37 63.95 67.10 64.87 66.04 73.92 66.10 64.55 66.96 63.45 66.80 51.33 42.66 64.33 65.60 65.15
482 372 8 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 70.31 66.32 64.06 42.66 65.83 63.20 66.50 65.59 64.95 64.33 65.22 66.84 64.41 65.45 65.34 64.90 65.74 63.44 61.60 63.31 65.76 67.04 64.77 66.51 65.04 67.11
544 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 64.04 67.55 66.33 65.41 66.35 64.07 71.28 65.07 65.88 64.44 66.38 63.84 72.67 62.82 72.75 65.66 65.59 65.03 62.90 62.94 65.30 65.93 64.86 65.65 65.98 65.39
545 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 66.02 64.14 64.84 64.02 64.06 63.24 63.58 64.59 65.87 65.25 73.74 75.59 73.13 65.05 64.67 54.45 65.27 64.18 72.53 55.56 66.51 63.77 64.21 63.95 64.56 65.22
546 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 72.79 65.12 56.15 64.96 66.69 73.91 66.95 65.17 66.64 66.31 75.03 64.59 72.78 64.99 63.46 53.40 65.92 56.38 65.41 64.37 66.66 65.40 64.33 65.56 65.37 65.21
547 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 72.66 65.13 63.50 64.74 64.40 73.79 64.11 74.07 63.31 64.68 73.90 64.92 72.55 63.07 63.65 73.05 65.42 55.59 62.17 60.90 64.69 65.52 65.32 82.38 63.77 65.15
592 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.62 64.35 65.19 65.62 66.99 63.80 66.29 65.41 71.80 72.20 79.85 64.30 72.04 65.22 64.14 65.50 63.04 64.02 59.14 64.75 66.98 67.10 64.28 64.41 65.42 65.44
593 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 72.90 62.15 64.09 64.04 64.58 62.98 72.39 65.57 66.14 64.71 65.11 63.23 72.59 63.76 64.06 72.08 64.79 64.73 62.80 63.90 66.51 65.38 64.83 64.27 64.57 64.36
595 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 72.58 65.15 65.49 65.33 66.85 62.59 73.44 65.93 71.54 66.57 62.81 64.91 74.00 63.56 65.01 74.02 64.43 66.05 74.51 69.59 66.41 65.79 64.26 65.18 66.29 65.35
640 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 65.48 63.49 65.59 66.58 70.88 73.98 70.90 64.98 65.34 65.10 65.41 62.57 71.92 63.90 64.77 71.58 64.57 63.50 69.46 63.29 68.06 64.13 66.02 65.16 66.64 64.25
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 72.99 72.89 64.39 64.30 62.62 71.98 65.09 64.75 76.33 72.48 63.81 64.03 64.11 84.72 64.46 73.45 63.97 72.02 74.01 63.64 65.64 64.75 64.82 65.45 64.39 64.83
642 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 63.03 64.52 65.33 65.43 64.79 74.78 65.19 65.97 70.70 55.70 73.63 64.12 83.66 64.57 63.76 73.40 71.78 64.45 73.51 63.06 65.44 66.13 64.41 64.65 65.36 66.62
401 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 42.66 65.66 64.70 64.69 65.37 62.77 72.11 64.51 65.43 73.35 75.67 65.58 74.71 64.87 63.79 56.05 64.44 63.75 64.77 65.15 67.20 65.46 64.47 64.26 64.70 65.71
402 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 72.97 73.20 65.66 64.96 65.74 65.03 67.16 64.55 72.99 65.23 73.79 63.57 72.37 65.52 64.01 56.02 64.89 65.39 74.71 63.73 66.52 64.22 65.09 64.91 65.94 64.97
449 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.05 65.73 65.36 65.99 64.03 65.00 71.89 65.53 65.55 63.94 74.67 64.78 73.35 64.75 65.86 71.69 72.87 65.01 64.57 65.06 65.39 64.37 71.56 64.43 65.67 66.39
450 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 71.16 65.22 56.98 64.21 64.75 65.08 73.37 65.20 66.18 65.66 74.61 62.78 54.86 66.80 64.48 65.58 63.70 65.88 63.83 63.53 65.85 66.26 63.56 65.50 65.25 64.60
451 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 64.56 64.57 65.46 64.90 66.19 55.75 71.51 74.19 65.15 79.07 64.49 63.29 64.64 64.85 63.20 74.56 63.89 72.36 64.04 63.30 65.01 65.44 64.95 63.64 64.58 65.20
496 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 70.85 64.62 64.59 64.05 62.65 62.77 72.30 62.54 64.21 64.03 66.64 64.83 60.61 64.47 64.76 66.46 65.63 64.97 64.45 63.45 67.08 65.59 66.41 64.86 66.20 65.86
497 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 64.65 70.23 65.65 63.31 63.63 73.85 74.04 66.67 72.63 55.87 75.29 64.28 72.46 54.72 42.66 72.29 72.25 63.55 55.81 54.32 65.32 66.92 64.39 64.30 50.85 64.41
498 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 72.88 65.84 56.13 64.89 73.54 64.59 64.48 72.10 65.69 64.26 62.84 64.08 73.29 64.55 65.31 63.49 63.09 66.35 63.71 63.09 65.06 65.88 64.69 63.69 65.56 64.48
499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 69.98 66.20 71.38 65.40 63.73 73.36 70.52 65.02 71.78 65.72 69.12 64.20 72.52 55.09 64.38 57.37 64.11 65.35 84.89 64.01 65.41 66.46 65.12 65.01 64.75 64.63
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 73.74 61.53 64.75 65.20 42.66 56.14 72.15 65.68 81.40 65.47 72.86 62.17 72.25 74.31 64.88 65.29 64.70 72.66 73.59 61.97 64.53 65.55 64.40 65.13 64.57 64.58
561 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 56.12 64.93 65.42 64.71 64.69 64.21 64.45 65.69 73.79 65.10 69.05 63.23 68.81 64.09 63.60 64.02 63.81 64.62 73.90 60.43 65.15 66.21 80.49 65.09 63.83 64.37
562 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 71.99 65.72 65.54 64.87 64.70 64.61 69.00 73.71 65.46 73.01 65.70 63.93 72.79 63.81 64.63 65.91 64.21 74.25 64.40 64.35 64.71 64.84 64.58 66.12 64.60 64.05
563 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.69 65.64 71.80 64.83 65.06 63.36 65.39 64.04 72.98 55.30 64.42 64.04 64.22 64.08 64.47 84.90 63.63 74.30 64.16 62.30 65.97 64.89 63.88 64.47 64.51 62.77
608 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.81 65.64 65.39 64.61 73.14 64.77 72.65 65.63 64.14 63.84 74.56 64.38 65.56 63.16 64.40 63.58 66.82 81.12 62.62 67.76 65.99 65.46 65.34 65.10 65.93 66.55
609 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 65.76 65.39 73.13 64.42 65.86 75.29 71.27 64.27 64.69 73.76 75.10 64.05 64.29 65.09 64.56 74.58 63.45 64.17 64.76 74.91 63.23 66.05 63.70 64.16 64.29 64.78
610 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 72.45 63.67 64.95 65.18 65.46 65.00 73.08 65.19 72.65 64.22 69.95 63.12 55.98 64.70 64.67 74.56 64.26 64.99 64.61 74.51 63.52 65.35 72.94 64.63 64.47 64.80
611 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 72.52 65.51 71.91 65.36 64.95 62.18 73.27 65.08 65.27 66.21 75.26 64.54 74.54 64.23 62.19 64.61 64.57 74.39 74.12 62.89 65.45 64.90 64.54 65.46 65.56 65.09
656 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 55.02 72.01 63.64 65.71 63.43 85.59 73.09 64.92 65.60 63.00 75.06 63.83 73.20 73.91 64.85 72.42 64.90 64.05 62.95 63.78 67.28 65.62 66.13 64.09 63.42 66.50
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 83.68 64.56 72.66 63.99 65.17 75.05 73.02 64.82 72.20 73.67 63.14 70.02 72.48 63.27 64.13 54.49 75.42 73.04 63.70 62.79 64.75 64.00 64.28 63.94 64.04 66.23
659 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.47 65.31 71.83 64.52 64.80 61.04 66.56 64.48 64.44 64.90 74.34 63.98 73.69 64.71 64.14 74.29 73.56 63.51 63.97 63.81 65.35 64.79 66.83 65.62 64.06 64.74
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.74 64.65 65.54 66.16 65.43 65.59 42.66 65.12 73.23 73.42 62.85 62.92 72.80 64.70 64.79 73.77 64.37 72.52 87.76 74.80 66.43 65.86 64.91 65.99 66.08 65.26
417 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.53 64.78 64.80 65.05 65.03 70.07 73.52 74.14 64.05 65.26 74.12 61.26 51.48 64.01 63.28 74.20 64.70 64.19 61.49 62.51 72.58 65.67 65.01 63.25 64.61 65.05
418 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 73.11 66.27 64.34 64.60 64.99 63.27 73.63 64.26 73.33 64.63 69.58 64.16 74.83 64.57 64.33 73.31 65.07 65.26 64.34 63.44 65.06 64.99 63.80 64.60 64.18 42.66
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 65.10 65.20 72.41 65.40 73.86 63.92 68.34 64.52 73.38 64.53 75.07 68.43 73.91 63.72 64.83 75.21 64.13 62.76 75.33 63.64 64.60 64.85 63.22 63.63 64.83 85.30
464 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 65.23 64.59 71.62 73.36 64.00 64.75 71.79 64.17 55.14 65.68 63.03 63.90 73.06 63.74 64.07 55.60 62.36 64.65 64.44 63.03 65.45 65.30 65.18 66.37 65.25 65.59
466 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 72.91 64.61 72.32 64.06 66.08 64.85 66.07 65.06 55.13 65.22 62.02 74.22 73.11 69.48 64.03 64.69 63.94 72.08 64.52 64.66 64.35 64.87 65.57 65.44 65.82 42.66
467 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 64.39 64.76 65.12 65.69 64.53 64.65 72.78 63.54 84.73 84.49 64.81 85.44 64.60 63.15 64.28 73.86 63.71 64.13 65.87 70.14 65.00 63.91 65.31 65.08 64.03 66.62
512 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 66.00 65.80 65.80 64.49 65.90 74.43 72.82 65.64 68.33 64.98 74.67 65.56 74.84 64.69 63.40 72.51 63.66 63.49 62.69 63.08 62.69 64.19 63.91 63.69 65.93 63.53
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.19 64.65 42.66 73.40 65.58 72.55 64.46 63.90 65.23 63.90 61.33 69.27 86.03 64.51 65.15 74.11 74.24 73.98 63.18 63.95 65.69 65.24 64.16 64.39 64.13 64.90
514 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 69.64 66.10 55.89 65.26 65.53 72.64 72.73 64.84 71.61 65.36 74.61 62.31 73.98 64.32 63.52 63.28 65.26 63.83 63.91 63.72 64.93 65.08 64.35 64.21 65.12 64.93
Size of the All data:  (120, 29)
Size of the Sig data:  (95, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
31 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 60.22 59.54 59.24 59.70 58.91 69.42 73.75 58.61 57.77 58.54 75.93 58.17 74.74 58.28 58.98 75.72 47.16 58.64 69.16 66.96 56.70 56.83 75.79 58.20 56.89 58.30
76 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 64.93 58.75 58.10 59.10 59.08 54.33 58.92 58.03 57.42 57.10 76.26 57.31 75.01 54.45 58.37 46.52 42.29 74.49 76.46 75.76 41.32 57.34 75.99 57.25 76.54 57.44
66 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 65.19 58.35 58.54 58.98 58.99 67.66 68.21 58.29 59.33 58.18 69.14 56.73 75.76 47.68 58.95 73.72 57.56 75.42 68.89 77.55 57.12 45.86 57.64 57.57 58.60 47.85
8 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 74.15 58.11 58.27 59.25 59.15 76.30 67.70 59.01 68.77 58.60 57.40 57.44 74.50 50.06 58.91 68.95 70.09 69.08 75.80 57.54 57.93 56.36 75.91 56.63 58.95 58.26
63 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 73.44 58.90 58.79 57.85 59.01 57.70 67.89 44.99 57.79 57.18 57.40 68.51 75.12 58.03 57.83 75.89 56.24 56.91 75.21 69.41 56.96 56.51 76.94 57.98 56.28 46.04
55 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 59.74 58.20 58.63 58.75 73.62 57.85 67.54 57.41 57.66 57.53 75.95 56.21 58.43 57.56 58.65 75.49 57.43 57.47 76.07 56.85 56.89 57.05 57.55 57.48 57.60 47.17
39 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 58.92 58.76 67.56 58.34 59.07 57.43 59.37 57.33 58.62 57.79 75.74 69.17 57.36 57.41 57.98 66.96 58.55 49.56 76.13 76.53 57.10 58.23 75.98 57.32 57.82 57.69
15 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 58.15 58.66 59.23 59.02 59.32 68.10 74.48 57.87 53.27 57.60 58.32 57.59 67.91 58.50 58.79 67.87 87.28 57.75 58.25 75.86 57.43 56.82 75.81 57.71 58.01 57.84
75 372 8 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 60.63 59.12 58.59 58.95 58.65 56.57 60.51 48.92 74.84 67.94 58.00 57.84 58.49 74.44 59.51 45.20 57.69 56.03 75.85 75.12 44.80 58.89 57.30 57.25 57.74 56.88
40 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 59.05 58.45 67.52 58.44 58.99 68.15 58.98 46.21 58.98 57.88 70.63 76.20 75.10 75.53 58.11 57.75 57.81 57.65 56.79 76.97 58.29 58.14 59.80 57.48 57.86 57.44
53 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 58.44 58.23 66.94 57.91 58.26 57.25 75.12 57.80 75.53 56.72 57.73 68.72 67.23 68.42 57.87 75.24 57.61 74.87 50.39 56.79 57.13 58.18 57.99 57.40 57.00 56.65
3 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 74.88 58.16 58.06 59.01 58.35 57.75 74.66 58.48 75.59 57.35 75.71 58.11 58.43 76.15 57.86 75.26 75.27 74.37 75.64 69.36 57.68 56.31 75.63 43.62 57.38 57.57
64 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.91 58.26 68.24 58.85 67.38 57.69 73.49 66.96 68.46 46.86 56.24 76.19 67.90 57.13 57.94 75.91 57.16 57.54 76.56 55.27 57.50 43.56 56.17 56.36 45.93 57.43
80 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.85 58.60 67.59 58.92 57.79 61.33 73.06 57.46 48.91 58.65 75.06 68.30 68.18 57.29 57.81 75.51 58.04 57.67 67.85 68.66 57.09 56.49 44.35 57.29 68.81 45.21
32 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 59.16 58.44 67.69 59.50 59.65 75.17 58.73 58.26 58.21 58.25 58.36 57.95 73.69 49.11 69.67 75.66 57.37 74.62 58.12 71.15 57.05 44.06 76.92 56.86 69.08 57.83
71 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 53.67 58.30 58.62 58.12 57.74 75.65 57.72 57.48 55.25 57.46 76.38 55.83 68.31 66.64 58.32 67.46 58.51 68.99 58.05 75.94 56.20 56.21 76.22 43.70 57.41 56.62
24 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 68.61 59.07 58.75 58.73 59.28 58.09 73.81 57.63 74.94 57.74 75.40 57.89 66.14 47.09 58.77 75.08 69.18 68.06 74.80 56.51 58.21 57.30 58.20 57.07 57.80 57.57
49 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.86 59.01 67.05 59.50 58.45 76.26 73.75 58.35 56.10 68.36 75.61 58.62 67.42 48.07 58.34 70.42 46.24 58.07 70.41 69.11 56.26 56.90 76.89 55.96 57.25 59.06
22 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 74.12 58.51 58.46 58.74 58.90 68.48 59.09 66.85 67.90 54.02 76.21 57.26 68.30 57.97 58.60 57.30 68.46 74.25 76.11 55.83 58.03 56.48 76.61 43.25 57.50 57.29
45 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.38 58.37 52.96 58.76 59.07 69.39 58.06 67.45 58.76 58.47 58.00 57.80 74.29 59.63 68.54 68.78 58.27 58.52 57.58 57.27 58.46 57.81 75.07 57.58 59.12 58.00
52 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 68.16 58.39 58.18 58.49 58.88 68.87 70.23 57.71 67.28 58.04 57.68 57.95 67.59 57.47 58.09 68.87 57.82 56.42 76.16 57.04 57.64 57.46 76.03 56.81 56.91 57.87
44 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 68.02 58.26 51.98 59.02 58.68 69.68 73.15 58.09 67.81 58.11 76.12 75.30 67.53 58.57 70.01 67.64 46.52 55.24 76.00 54.39 56.29 44.80 76.07 69.69 57.16 57.52
21 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.17 58.69 55.77 59.58 58.36 57.56 67.47 57.84 57.67 57.52 75.13 58.18 74.85 68.95 58.31 57.34 57.69 68.05 58.00 76.58 56.70 58.32 77.17 56.54 69.61 57.82
74 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 59.84 58.55 58.62 59.27 59.54 68.19 58.73 57.17 66.60 67.81 76.00 58.06 74.66 57.68 57.79 75.15 44.83 58.71 69.36 50.27 56.43 46.41 76.55 56.22 56.04 57.03
61 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 59.84 58.64 58.07 58.14 57.90 75.42 59.43 57.89 75.28 66.52 57.70 57.19 75.00 58.82 58.08 48.57 57.76 67.82 57.54 56.96 56.93 56.35 76.76 57.55 57.06 56.72
88 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 74.68 59.35 58.22 59.19 58.70 66.32 68.34 48.02 58.03 58.10 76.32 56.92 75.04 58.48 58.01 75.83 57.58 67.85 57.54 69.52 45.84 58.85 46.86 57.14 58.08 42.16
28 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 73.00 57.84 59.35 59.90 59.15 75.08 59.74 58.10 69.58 58.65 58.64 57.28 73.73 58.21 58.47 75.05 69.08 58.71 70.59 76.05 57.74 43.79 58.29 56.91 57.83 57.18
18 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 59.01 68.83 67.66 58.03 57.91 76.03 57.91 57.84 74.69 57.86 76.16 90.06 70.10 57.23 57.60 75.60 57.81 69.83 76.07 56.45 56.99 56.52 48.04 57.44 45.47 57.19
37 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 68.74 68.91 58.15 58.39 58.35 68.07 74.72 67.51 58.42 58.63 76.60 58.26 68.59 68.94 59.34 69.63 46.58 56.99 58.19 70.05 57.85 55.16 75.55 57.44 57.59 57.10
60 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 68.73 69.26 58.70 58.60 59.46 58.06 67.14 59.04 58.15 68.11 57.78 68.78 68.09 57.56 57.85 76.06 48.65 57.39 68.69 75.77 57.61 57.05 50.83 56.19 58.61 56.72
56 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 67.70 57.79 57.97 58.33 58.65 68.64 75.57 56.82 68.91 57.07 76.62 70.44 67.16 74.39 57.85 57.09 58.02 67.68 76.89 55.67 45.89 44.31 76.54 56.98 57.17 55.37
5 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 68.19 58.26 74.68 58.12 68.23 69.60 74.86 58.24 57.90 57.75 69.25 58.92 74.40 58.55 70.79 69.96 75.62 57.83 76.00 57.62 58.53 56.84 76.62 56.79 56.27 56.55
19 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.68 58.54 58.90 67.57 59.52 68.32 68.51 58.54 58.73 68.55 58.94 68.01 74.89 59.57 58.72 71.18 69.10 59.48 69.61 75.56 45.85 56.47 57.31 56.73 69.32 75.85
36 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 69.17 58.76 57.98 58.51 57.65 75.36 74.50 57.70 58.52 59.00 69.13 58.25 69.33 57.58 58.15 67.11 69.37 69.93 69.49 70.27 57.98 44.55 76.55 56.55 56.77 56.42
10 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.96 58.80 59.37 59.88 58.86 58.61 65.61 57.94 57.57 57.66 69.13 57.17 68.54 69.48 58.55 88.24 74.53 74.84 75.87 57.44 45.28 58.51 56.73 56.75 58.51 58.49
68 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 59.25 59.69 67.26 58.53 58.65 58.01 74.73 47.82 68.80 58.62 76.00 58.19 66.86 58.42 57.67 68.64 69.37 57.30 69.62 70.29 56.18 57.55 57.63 56.86 44.39 56.81
48 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.07 68.03 69.16 67.58 59.01 58.24 58.96 57.62 67.79 58.36 75.15 56.90 67.80 58.15 57.41 75.66 69.62 75.81 58.11 56.13 44.79 56.74 56.90 56.36 56.88 56.22
67 372 8 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 59.19 57.80 54.22 58.98 60.23 56.15 73.80 58.31 59.75 58.39 57.45 54.09 75.54 57.68 57.69 74.82 58.40 74.74 50.41 56.46 62.61 59.11 60.64 58.02 58.90 59.94
54 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 51.34 58.13 57.94 58.31 58.75 56.57 60.11 59.91 50.69 57.94 88.68 56.97 75.06 57.36 58.56 58.77 57.69 73.57 57.21 55.93 60.62 57.95 59.57 58.84 58.16 57.06
90 372 8 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 59.01 59.37 58.26 59.63 49.17 56.09 74.28 57.84 58.95 56.81 56.43 56.35 75.20 58.51 56.80 57.85 57.40 55.79 57.08 50.25 57.48 59.49 58.34 58.94 57.83 58.25
86 372 8 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 73.20 59.14 60.09 59.56 58.66 58.16 50.47 58.90 50.22 59.89 54.81 56.27 74.11 58.14 58.10 58.44 57.19 58.77 56.98 56.11 58.23 58.76 58.48 58.81 58.09 59.03
59 372 8 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 74.22 71.16 58.33 55.78 60.11 73.37 59.63 58.33 55.71 58.69 50.47 57.12 74.50 57.39 57.22 56.91 57.42 59.76 56.48 55.92 58.90 57.85 58.17 57.06 58.15 57.97
79 372 8 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 73.75 58.96 57.78 58.42 63.60 56.23 51.42 60.65 58.91 58.99 56.04 54.93 73.71 58.55 57.91 74.84 56.56 58.66 55.65 53.81 57.92 59.52 58.68 59.02 58.91 58.78
41 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 60.60 59.65 59.09 59.22 60.64 56.80 60.13 58.63 58.68 59.80 57.29 57.30 74.64 59.22 58.65 75.48 58.33 52.06 57.48 56.40 57.67 60.73 58.10 60.23 59.12 58.81
16 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 61.87 61.08 61.28 62.23 61.67 88.12 60.22 60.06 61.46 60.72 56.81 59.05 60.79 50.88 59.39 61.30 59.91 59.50 57.68 58.87 61.54 61.01 62.38 60.64 60.43 61.97
58 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 50.98 59.52 61.50 59.34 74.03 56.99 50.86 58.58 60.32 59.01 55.20 56.42 58.09 58.67 58.79 59.06 56.44 60.12 55.25 76.30 59.70 59.96 60.97 60.68 60.65 59.26
89 372 8 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 60.04 59.95 71.59 59.52 59.22 56.62 58.89 56.78 87.07 56.81 50.09 57.81 50.84 47.31 55.83 57.32 56.87 58.82 55.67 56.36 58.40 58.46 57.51 58.44 58.31 57.78
62 372 8 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 71.93 59.83 59.77 58.97 51.36 74.65 57.90 59.18 56.49 58.80 55.45 56.99 75.59 57.68 58.09 73.89 58.78 57.96 54.19 56.06 58.59 58.53 58.68 58.19 59.09 57.42
51 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 58.75 59.85 60.35 58.72 58.26 57.81 50.46 57.17 59.18 57.67 56.75 57.19 83.43 75.78 58.23 56.87 59.30 57.95 74.87 76.32 57.48 57.31 57.74 57.81 56.45 58.19
83 372 8 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 59.06 58.07 49.84 58.64 50.09 57.15 73.80 75.36 47.78 57.25 56.20 56.59 57.55 57.96 57.71 59.23 56.02 74.39 56.08 57.10 59.23 59.07 56.83 57.73 60.24 59.26
43 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 60.34 60.53 74.84 58.01 59.10 76.43 60.47 57.84 57.70 59.21 85.34 50.12 73.76 57.89 58.43 50.80 57.82 57.43 56.80 55.88 57.81 57.60 56.94 58.68 57.12 57.04
94 372 8 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 74.34 58.44 50.69 59.51 73.75 55.15 67.28 49.17 58.07 58.31 55.93 57.13 58.29 57.08 58.04 50.28 58.10 56.88 54.34 54.23 59.09 57.64 57.75 58.47 58.22 58.37
87 372 8 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 73.88 58.36 58.09 58.62 72.47 54.89 59.20 59.80 56.49 58.67 56.00 55.67 75.48 56.66 57.27 50.81 56.42 57.74 53.73 53.62 57.14 55.37 57.57 58.64 57.58 56.20
93 372 8 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 59.53 59.32 58.22 49.68 58.66 76.10 50.35 57.45 57.83 58.43 76.50 56.79 59.16 57.16 58.21 75.52 57.25 58.07 67.83 56.88 58.59 42.81 49.17 57.68 57.34 57.30
91 372 8 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 71.69 59.34 57.64 49.17 59.43 57.63 62.03 57.99 60.08 58.52 57.75 58.69 64.41 56.62 58.30 57.15 57.84 55.59 54.75 56.27 58.93 59.65 57.17 58.03 57.88 60.55
57 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 58.49 60.92 58.86 58.90 60.42 57.53 72.73 58.18 60.15 58.28 56.85 56.19 74.00 57.25 74.49 59.38 57.30 58.11 54.96 55.33 57.35 57.56 57.81 57.60 57.58 57.66
77 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 59.77 58.48 58.54 57.25 56.77 56.68 57.25 57.50 58.22 58.68 75.70 77.34 75.23 57.64 56.23 49.65 56.93 57.01 75.39 50.25 58.50 56.57 57.25 56.95 57.99 57.40
73 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 72.54 58.94 50.55 57.81 60.13 75.28 59.09 57.53 59.72 59.93 76.25 57.78 75.06 58.13 58.15 44.80 58.03 50.14 57.15 56.65 59.26 58.08 56.79 58.11 57.94 57.36
27 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 74.44 57.92 56.94 57.61 58.52 76.05 57.20 76.23 56.48 57.15 76.91 56.67 75.19 57.03 57.62 75.54 58.21 50.49 55.16 54.72 56.79 58.29 56.20 86.97 57.55 55.96
30 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 73.64 58.15 58.62 59.19 58.96 56.08 58.38 57.40 74.31 74.09 87.36 56.78 73.53 57.30 57.51 57.68 56.47 57.50 50.57 56.66 57.89 59.75 56.01 57.17 57.34 57.25
70 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.41 56.19 58.36 57.52 58.75 56.93 74.11 58.91 67.01 58.44 56.80 56.91 74.92 57.19 58.00 76.56 57.60 57.70 54.90 56.30 57.24 58.96 57.59 57.48 57.87 56.69
7 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.13 59.43 59.64 59.27 59.17 56.83 74.28 58.39 72.82 59.29 55.49 57.80 76.30 56.59 57.99 75.92 57.77 58.62 76.45 69.95 58.04 59.25 57.69 57.89 57.57 56.82
35 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 59.59 57.69 58.80 59.78 72.35 76.59 73.13 57.44 57.99 57.98 56.99 56.22 74.91 57.74 57.36 75.00 57.67 56.63 69.82 55.39 60.38 57.29 57.27 57.11 58.50 56.72
1 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.97 73.28 57.56 58.06 56.02 74.59 58.25 56.94 81.78 75.19 56.56 57.01 58.16 88.61 56.05 76.44 56.50 75.04 76.20 55.19 57.85 56.59 56.75 56.36 56.31 56.09
14 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 57.51 59.13 58.74 58.62 58.52 76.46 58.53 57.86 72.67 50.76 75.40 56.79 89.70 56.73 56.43 75.79 74.98 57.16 75.60 55.87 58.71 56.87 56.95 57.11 56.49 58.37
84 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 49.17 58.54 57.20 58.11 58.46 54.86 74.49 56.59 58.03 75.82 76.63 57.46 76.14 57.32 58.47 50.08 56.91 57.22 57.32 56.72 58.95 58.66 56.09 56.79 56.46 57.21
25 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 75.13 73.69 59.38 57.99 59.50 57.74 60.68 57.72 75.43 57.72 75.56 57.26 74.58 59.39 57.76 50.25 57.99 58.58 76.82 56.00 58.14 57.00 57.55 56.98 57.89 56.63
9 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 73.69 60.23 60.68 59.66 58.40 58.49 74.34 57.77 58.02 57.03 76.58 56.98 75.53 57.25 57.85 75.23 75.97 58.75 57.44 56.51 57.38 57.03 75.85 56.50 58.57 59.11
82 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 71.71 58.72 51.36 58.38 59.76 57.88 74.80 58.54 59.77 58.77 76.75 57.69 49.66 58.20 56.93 58.32 57.27 57.24 55.64 56.98 58.31 58.09 58.27 57.36 57.54 57.18
47 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 59.05 59.48 58.35 58.84 59.10 50.20 73.27 75.63 58.44 83.57 56.59 56.63 58.59 57.69 56.76 75.89 56.81 75.06 56.84 57.06 57.49 58.00 57.15 55.98 57.29 57.48
81 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 72.04 58.49 58.43 56.94 58.26 55.54 74.51 56.23 56.44 57.66 57.68 58.54 61.20 57.92 57.28 67.10 57.71 57.64 57.04 55.87 60.06 58.03 58.18 56.39 56.96 58.83
92 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 57.98 71.72 59.59 58.15 57.84 76.14 74.81 57.84 75.14 51.10 76.51 56.20 76.43 49.93 49.17 74.93 76.04 55.68 50.14 48.77 56.30 57.84 57.28 56.06 45.44 56.67
72 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 74.35 59.99 50.43 58.59 74.94 57.50 58.42 74.31 58.30 57.73 56.53 57.26 75.84 57.81 58.73 57.18 55.85 59.33 54.80 54.67 57.90 58.77 56.80 56.91 58.38 57.10
20 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 71.90 58.79 73.58 58.49 58.14 75.29 73.28 57.83 75.32 57.83 69.18 57.08 75.23 50.51 57.13 51.08 57.60 58.61 88.84 56.88 56.81 58.18 57.74 56.98 57.05 55.83
42 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 74.73 56.73 57.57 59.10 49.17 50.21 73.40 58.44 84.57 57.36 75.35 56.14 74.78 75.74 57.34 57.98 57.46 75.10 76.05 55.91 57.95 57.77 57.07 57.40 56.77 56.93
65 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 50.18 59.16 58.92 57.87 58.80 57.17 57.12 57.95 75.44 58.41 69.17 56.79 68.58 57.50 57.88 57.05 57.10 57.49 77.48 53.60 57.46 57.08 87.72 56.83 57.33 56.21
29 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 74.22 59.59 59.55 58.18 58.28 57.61 67.73 75.15 57.05 74.93 58.14 57.01 75.00 56.88 58.31 58.66 57.78 76.21 57.01 56.37 57.76 57.28 57.32 57.46 57.02 57.97
46 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 74.17 58.87 73.54 58.07 59.11 57.55 58.53 57.34 75.65 50.80 57.33 57.78 57.87 57.42 57.94 88.36 57.12 75.51 56.62 55.39 58.37 57.57 56.71 57.57 57.62 56.74
17 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 75.13 58.70 59.28 59.01 73.99 56.91 75.25 58.75 58.26 56.44 75.48 57.71 58.25 57.31 58.12 58.72 67.69 85.41 56.08 69.72 58.17 57.49 57.22 57.18 57.81 56.67
11 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 59.82 59.22 73.95 57.16 58.34 76.42 73.86 56.87 56.58 76.70 75.90 56.68 57.41 57.38 58.15 76.02 57.72 56.87 57.03 76.60 56.15 57.47 57.71 56.81 56.96 57.49
33 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.18 57.61 58.46 58.71 59.84 57.57 74.45 57.91 75.12 57.68 70.40 56.79 50.49 57.90 58.17 76.72 57.52 57.91 57.84 77.15 57.19 58.45 76.63 57.81 56.47 57.53
12 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.94 58.20 72.87 58.06 59.22 56.19 75.27 57.70 57.96 58.04 76.65 57.55 76.74 57.37 56.28 58.47 57.41 75.12 75.65 55.57 58.47 57.31 56.84 56.86 57.12 57.69
13 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 49.88 73.70 57.37 58.83 56.36 91.73 75.50 58.75 58.88 55.78 77.01 57.19 74.96 76.29 56.83 75.24 57.05 57.58 56.42 56.51 57.32 58.83 58.42 56.89 55.90 58.38
4 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.09 58.23 74.60 58.26 59.22 76.95 75.52 56.78 74.54 75.70 56.21 70.09 74.14 57.29 56.74 49.51 75.70 75.49 56.06 55.17 57.46 56.87 57.16 55.21 57.99 58.00
26 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.73 59.69 73.88 58.32 58.73 55.24 59.14 57.55 57.89 58.04 76.36 57.69 75.41 58.03 56.98 75.69 76.06 57.11 57.35 56.52 57.29 57.15 57.00 57.08 57.42 56.67
6 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 74.28 60.16 59.39 59.10 59.57 56.88 49.17 58.23 75.51 75.58 56.47 55.95 75.41 57.05 57.90 76.82 57.33 74.74 91.17 76.28 60.06 58.29 57.98 56.88 57.14 57.32
34 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.22 58.70 59.53 58.67 59.19 69.49 75.98 76.50 57.04 57.77 76.85 55.82 58.87 57.45 56.17 76.45 57.14 56.84 54.64 54.88 76.13 58.12 56.99 55.83 56.60 58.01
69 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 75.15 59.44 59.01 57.35 58.85 57.65 75.85 57.31 76.21 58.01 69.96 56.44 76.01 57.25 57.08 76.06 57.20 57.46 56.55 55.97 56.80 57.87 57.57 56.98 57.23 49.17
0 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 58.78 58.48 75.23 58.86 75.05 57.29 69.20 57.45 75.91 58.31 76.99 70.26 75.46 56.60 56.44 76.54 57.62 56.58 76.51 56.48 56.99 56.02 56.07 56.76 57.63 89.69
85 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 58.91 58.12 73.00 74.35 58.42 56.90 74.50 57.79 50.13 58.11 56.06 55.69 76.50 58.00 57.41 50.98 57.00 58.21 57.35 55.37 59.34 56.24 58.01 57.07 57.27 57.08
78 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 73.88 57.20 74.65 57.95 58.87 57.66 59.22 57.81 50.39 57.44 55.80 76.38 76.18 68.64 57.95 57.20 56.15 74.35 57.41 57.05 58.80 57.00 57.39 58.03 57.15 49.17
2 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 58.59 58.87 58.96 59.09 59.19 56.93 74.83 57.77 88.74 88.81 57.71 90.23 56.31 56.35 56.79 74.88 57.18 57.59 56.47 70.05 57.85 57.20 58.46 57.78 57.70 58.33
38 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 58.41 58.51 58.96 57.91 60.36 76.44 74.52 57.44 67.56 56.03 76.66 57.01 75.62 57.31 56.00 75.40 57.03 57.37 55.06 56.14 55.73 57.88 56.52 56.03 57.84 55.92
23 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.10 59.22 49.17 75.07 58.85 74.68 58.37 56.60 57.47 56.78 54.94 69.36 91.16 56.75 57.50 75.70 75.74 76.26 55.71 56.60 57.48 58.15 56.58 56.81 56.58 56.62
50 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.63 58.76 50.13 58.91 58.32 75.70 73.50 58.26 74.50 59.16 76.83 55.92 75.71 57.13 58.25 56.13 57.46 57.47 56.45 56.31 58.17 57.85 56.91 56.72 57.18 56.15
Size of the test data:  (95, 34)

Difference

Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 col_diff_33 negative_count
627 372 8 0.10 24 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.74 -4.68 -3.63 -5.06 -5.34 5.57 -6.55 -6.71 -5.04 -6.46 -6.81 -5.82 -7.09 -4.91 -6.04 -6.77 -5.43 -6.87 -8.60 -8.00 -6.56 -6.83 -5.91 -7.58 -8.18 -6.64 25
385 372 8 0.10 24 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.62 -5.97 3.45 -6.69 -6.10 -5.98 -6.52 -7.86 4.47 -7.74 -5.80 -8.28 -5.36 -5.35 -6.95 -6.75 -7.81 -6.55 -7.69 -7.11 -6.76 -7.10 -8.80 -6.51 -7.82 -8.00 24
384 372 8 0.10 24 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.08 -7.36 -4.55 -5.67 0.94 -8.78 -5.35 -7.11 -6.55 -6.01 -8.78 -7.52 -7.79 -7.57 -6.47 -7.15 -7.93 -7.79 -8.24 2.01 -7.58 -7.75 -6.69 -7.03 -7.72 -7.27 24
625 372 8 0.10 24 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.92 -7.32 -6.16 -7.91 -5.80 -8.67 -5.45 -7.55 -7.26 -6.38 -6.69 -7.63 1.68 -6.95 -8.72 1.84 -8.02 -3.52 -7.85 -8.01 -8.06 -6.28 -7.25 -7.50 -7.01 -8.18 24
578 372 8 0.10 24 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.62 -6.75 -5.08 -7.31 -5.93 -6.98 -5.92 -6.46 -5.25 -6.69 -7.55 -7.35 2.26 -6.78 -7.96 -7.70 -7.78 -7.47 -7.93 -6.00 -6.71 -7.53 -7.09 -7.45 -6.84 -7.77 24
576 372 8 0.10 24 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.44 -5.70 -5.61 -6.64 6.51 -5.85 2.86 -6.82 -7.23 -8.71 -6.96 -7.67 2.51 -6.34 -8.28 -8.09 -7.36 -7.83 -8.49 -5.09 -8.47 -7.99 -8.38 -8.42 -7.47 -7.51 23
544 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.55 -6.63 -7.47 -6.51 -5.93 -6.54 1.45 -6.89 -5.73 -6.16 -9.53 -7.65 1.33 -5.57 1.74 -6.28 -8.29 -6.92 -7.94 -7.61 -7.95 -8.37 -7.05 -8.05 -8.40 -7.73 23
433 372 8 0.10 24 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.00 -6.32 -6.17 -7.54 -6.35 -7.49 1.51 2.92 -7.07 -7.80 -8.40 -8.03 -8.05 -7.37 -8.43 -6.55 -7.86 1.77 -7.71 -7.91 -8.31 -7.92 -8.79 -7.10 -6.70 -7.08 23
480 372 8 0.10 24 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.35 -6.16 -6.61 -6.81 3.43 -8.29 -6.71 -7.38 -7.98 -6.19 -7.65 -8.47 3.36 -8.07 -7.74 -5.50 -7.54 -5.47 -8.59 -8.18 -8.30 -8.26 -8.32 -7.56 -8.07 -8.41 23
450 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.55 -6.50 -5.62 -5.83 -4.99 -7.20 1.43 -6.66 -6.41 -6.89 2.14 -5.09 -5.20 -8.60 -7.55 -7.26 -6.43 -8.64 -8.19 -6.55 -7.54 -8.17 -5.29 -8.14 -7.71 -7.42 23
531 372 8 0.10 24 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -4.89 -7.73 -5.84 -7.19 -6.14 -7.38 -6.83 -6.56 -5.83 -6.57 5.10 -7.87 2.39 -8.95 -6.10 -6.83 -7.28 3.68 -7.24 -8.42 -6.47 -8.83 -7.78 -7.96 -8.56 -8.39 23
546 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.25 -6.18 -5.60 -7.15 -6.56 1.37 -7.86 -7.64 -6.92 -6.38 1.22 -6.81 2.28 -6.86 -5.31 -8.60 -7.89 -6.24 -8.26 -7.72 -7.40 -7.32 -7.54 -7.45 -7.43 -7.85 23
482 372 8 0.10 24 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.38 -6.98 -6.42 6.51 -6.40 -5.57 -4.47 -7.60 -4.87 -5.81 -7.47 -8.15 -0.00 -8.83 -7.04 -7.75 -7.90 -7.85 -6.85 -7.04 -6.83 -7.39 -7.60 -8.48 -7.16 -6.56 23
435 372 8 0.10 24 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.92 -7.16 -5.63 -6.64 1.75 -7.22 1.22 6.51 -7.27 -7.61 -6.91 -7.49 -6.49 -7.23 -7.11 -5.69 -8.27 -7.42 -7.88 -6.82 -7.36 -8.96 -8.51 -7.88 -9.01 -7.85 22
706 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.94 -0.46 -5.87 -6.35 -6.49 -5.86 -1.06 -5.50 -6.64 -1.30 -6.61 0.14 -1.78 -6.27 -5.85 2.68 -7.16 -7.48 -0.60 0.86 -6.61 -6.94 -5.01 -8.59 -7.43 -8.54 22
545 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.25 -5.66 -6.30 -6.77 -7.29 -6.56 -6.33 -7.09 -7.65 -6.57 1.96 1.75 2.10 -7.41 -8.44 -4.80 -8.34 -7.17 2.86 -5.31 -8.01 -7.20 -6.96 -7.00 -6.57 -7.82 22
386 372 8 0.10 24 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.78 -6.31 -5.79 -7.45 -5.07 3.31 -7.18 -8.70 -7.94 -6.91 -7.57 -6.97 2.43 -7.76 -6.41 1.96 -7.56 -8.35 -7.30 -7.03 -7.46 -7.55 -6.99 -7.22 -6.03 -7.00 22
802 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.14 -6.47 -0.80 -6.88 -6.24 -6.35 0.32 -7.34 -0.80 -6.52 0.80 -5.18 -0.66 -5.04 -6.22 -1.75 -0.85 -7.09 0.11 1.77 -6.40 -7.91 -6.91 -7.52 -7.53 -7.81 22
528 372 8 0.10 24 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 -7.28 -3.74 -7.26 -5.78 -5.88 2.06 -7.79 -6.95 -8.16 -7.53 -7.48 3.16 -8.41 -7.63 2.75 -6.90 2.83 -5.70 -7.93 -0.24 -7.27 -6.51 -7.54 -7.07 -7.19 22
579 372 8 0.10 24 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.59 3.08 -5.84 -7.56 -5.91 2.93 -7.13 -8.24 -9.41 -6.54 -6.36 -6.76 2.60 -6.60 -8.44 -7.22 -8.48 -7.70 -7.78 -6.91 -7.62 -9.37 -8.31 -8.31 -7.67 -9.09 22
624 372 8 0.10 24 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.25 -6.35 -6.58 -6.25 1.48 -7.63 -3.89 -7.70 -6.90 -6.68 -8.49 -7.23 2.44 -1.29 -6.63 2.23 -7.61 -7.52 -7.34 -8.19 -7.48 -7.59 -7.68 -7.25 -7.62 -8.59 22
787 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.28 -6.64 -7.21 -7.14 -6.77 0.80 -5.91 -6.38 1.42 -1.37 -5.92 -7.37 2.68 -5.11 -6.23 -6.52 -6.24 -0.14 -6.95 -6.51 -7.18 -7.48 3.38 -7.06 -8.00 -8.07 22
434 372 8 0.10 24 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.66 -6.37 1.74 -7.87 -5.44 2.66 -6.42 -7.12 -6.92 -6.77 3.40 -5.12 1.67 -8.45 -7.27 -5.47 -7.42 -6.53 -8.16 -6.90 -8.65 -7.49 -9.04 -8.03 -7.37 -9.14 22
464 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 -6.47 1.38 0.99 -5.58 -7.85 2.71 -6.38 -5.01 -7.57 -6.97 -8.21 3.44 -5.74 -6.66 -4.62 -5.36 -6.44 -7.09 -7.66 -6.11 -9.06 -7.17 -9.30 -7.98 -8.51 22
739 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.63 -6.42 -7.03 -6.16 -6.20 0.72 -0.06 -7.09 -1.87 -7.11 -7.05 -5.21 -1.87 -5.75 -4.74 -0.05 -5.36 -6.68 2.55 -6.23 -7.34 -7.03 3.21 -8.00 -7.67 -6.86 22
738 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.55 -6.86 -7.24 -6.08 -6.21 1.07 -6.59 -2.47 -6.55 -6.59 -6.05 -6.90 1.76 -3.84 -0.12 -1.42 -5.11 -6.46 -6.38 -6.53 -7.32 -5.61 1.82 -6.93 -6.19 -6.51 22
496 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.19 -6.13 -6.16 -7.11 -4.39 -7.23 2.21 -6.31 -7.77 -6.37 -8.96 -6.29 0.59 -6.55 -7.48 0.64 -7.92 -7.33 -7.41 -7.58 -7.02 -7.56 -8.23 -8.47 -9.24 -7.03 22
498 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.47 -5.85 -5.70 -6.30 1.40 -7.09 -6.06 2.21 -7.39 -6.53 -6.31 -6.82 2.55 -6.74 -6.58 -6.31 -7.24 -7.02 -8.91 -8.42 -7.16 -7.11 -7.89 -6.78 -7.18 -7.38 22
561 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.94 -5.77 -6.50 -6.84 -5.89 -7.04 -7.33 -7.74 1.65 -6.69 0.12 -6.44 -0.23 -6.59 -5.72 -6.97 -6.71 -7.13 3.58 -6.83 -7.69 -9.13 7.23 -8.26 -6.50 -8.16 22
721 372 8 0.01 24 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.69 -6.81 -6.28 -6.89 2.02 -7.41 -1.12 -7.00 -7.07 -6.84 1.22 -6.83 -5.51 -6.06 -5.41 3.44 -6.47 -8.18 0.79 -7.45 -8.17 -8.81 -7.65 -8.11 -7.95 -9.68 22
769 372 8 0.01 24 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.42 -6.22 -7.20 -6.82 -6.40 -0.54 0.91 -7.44 -6.18 -7.55 -6.39 -6.95 -0.33 -6.71 -5.98 -0.75 3.14 -6.78 -8.08 1.28 -7.94 -6.52 2.83 -8.51 -6.81 -7.66 22
770 372 8 0.01 24 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.11 -6.56 -6.61 -5.87 -6.60 -7.36 -6.14 -5.90 1.09 -1.39 -8.06 -6.60 -6.36 1.54 -5.86 -8.86 -7.37 -7.75 1.90 1.33 -8.99 -6.46 -7.95 -8.05 -7.76 -8.34 22
786 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.51 -6.79 -6.60 -6.30 -6.26 0.10 -6.31 -7.50 -0.80 -2.75 0.97 -5.96 2.56 -5.62 -5.02 1.54 -7.58 -6.77 -1.49 -5.50 -6.57 -7.92 3.66 -8.32 -8.30 -7.68 21
819 372 8 0.01 24 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.56 -7.25 -6.31 -7.08 -6.71 1.00 -1.04 -6.28 -6.34 -7.35 -0.47 -7.36 3.23 -7.38 -5.99 2.91 -6.81 1.97 -1.21 1.95 -7.97 -6.40 -6.87 -8.06 -7.34 -7.90 21
387 372 8 0.10 24 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.14 -6.44 -6.75 -6.74 -6.21 -7.05 -5.38 -8.10 -7.24 -7.34 -8.10 -7.27 3.42 4.26 -7.20 -7.91 -6.61 -6.78 3.21 3.28 -9.46 -8.39 2.84 -8.57 -8.40 -7.75 21
512 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.59 -7.29 -6.84 -6.58 -5.54 2.01 1.70 -8.20 -0.77 -8.95 1.99 -8.55 0.78 -7.38 -7.40 2.89 -6.63 -6.12 -7.63 -6.94 -6.96 -6.31 -7.39 -7.66 -8.09 -7.61 21
467 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.80 -5.89 -6.16 -6.60 -5.34 -7.72 2.05 -5.77 4.01 4.32 -7.10 4.79 -8.29 -6.80 -7.49 1.02 -6.53 -6.54 -9.40 -0.09 -7.15 -6.71 -6.85 -7.30 -6.33 -8.29 21
723 372 8 0.01 24 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.65 -7.04 -0.21 -6.72 -6.48 -7.98 -6.43 -8.18 -7.36 -7.93 2.14 2.12 -6.99 -5.35 -7.75 -0.67 -5.52 -5.68 1.72 1.62 -7.91 -6.53 3.55 -8.64 -6.86 -8.13 21
563 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.48 -6.77 1.74 -6.76 -5.95 -5.81 -6.86 -6.70 2.67 -4.50 -7.09 -6.26 -6.35 -6.66 -6.53 3.46 -6.51 1.21 -7.54 -6.91 -7.60 -7.32 -7.17 -6.90 -6.89 -6.03 21
834 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.11 -6.33 -0.08 -5.84 -1.06 -6.43 1.49 -2.11 -1.77 -7.08 -8.31 1.07 -2.31 -7.08 -5.96 2.07 -6.75 -6.76 1.46 -7.24 -7.63 -8.76 -8.27 -7.76 -8.30 -6.49 21
451 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.51 -5.09 -7.11 -6.06 -7.09 -5.55 1.76 1.44 -6.71 4.50 -7.90 -6.66 -6.05 -7.16 -6.44 1.33 -7.08 2.70 -7.20 -6.24 -7.52 -7.44 -7.80 -7.66 -7.29 -7.72 21
481 372 8 0.10 24 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.11 -5.85 -6.55 -5.85 -6.43 2.69 -5.10 -8.00 -7.06 -7.04 3.13 -7.16 -7.94 -7.71 -7.83 1.60 -8.85 -6.48 0.87 -6.57 -8.21 -8.52 6.51 -6.65 -8.26 -7.85 21
562 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.23 -6.13 -5.99 -6.69 -6.42 -7.00 -1.27 1.44 -8.41 1.92 -7.56 -6.92 2.21 -6.93 -6.32 -7.25 -6.43 1.96 -7.39 -7.98 -6.95 -7.56 -7.26 -8.66 -7.58 -6.08 21
689 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -3.31 -6.17 -6.51 -6.46 -6.49 1.53 -7.47 -6.35 -7.60 -6.93 0.82 -7.09 -0.64 -1.95 -4.85 -1.19 -6.83 0.35 -5.35 0.98 -7.12 -7.35 3.57 -8.31 -6.61 -7.52 21
592 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.02 -6.20 -6.57 -6.43 -8.03 -7.72 -7.91 -8.01 2.51 1.89 7.51 -7.52 1.49 -7.92 -6.63 -7.82 -6.57 -6.52 -8.57 -8.09 -9.09 -7.35 -8.27 -7.24 -8.08 -8.19 21
593 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.51 -5.96 -5.73 -6.52 -5.83 -6.05 1.72 -6.66 0.87 -6.27 -8.31 -6.32 2.33 -6.57 -6.06 4.48 -7.19 -7.03 -7.90 -7.60 -9.27 -6.42 -7.24 -6.79 -6.70 -7.67 21
401 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.51 -7.12 -7.50 -6.58 -6.91 -7.91 2.38 -7.92 -7.40 2.47 0.96 -8.12 1.43 -7.55 -5.32 -5.97 -7.53 -6.53 -7.45 -8.43 -8.25 -6.80 -8.38 -7.47 -8.24 -8.50 21
659 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.26 -5.62 2.05 -6.20 -6.07 -5.80 -7.42 -6.93 -6.55 -6.86 2.02 -6.29 1.72 -6.68 -7.16 1.40 2.50 -6.40 -6.62 -7.29 -8.06 -7.64 -9.83 -8.54 -6.64 -8.07 20
466 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.97 -7.41 2.33 -6.11 -7.21 -7.19 -6.85 -7.25 -4.74 -7.78 -6.22 2.16 3.07 -0.84 -6.08 -7.49 -7.79 2.27 -7.11 -7.61 -5.55 -7.87 -8.18 -7.41 -8.67 6.51 20
640 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.89 -5.80 -6.79 -6.80 1.47 2.61 2.23 -7.54 -7.35 -7.12 -8.42 -6.35 2.99 -6.16 -7.41 3.42 -6.90 -6.87 0.36 -7.90 -7.68 -6.84 -8.75 -8.05 -8.14 -7.53 20
402 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.16 0.49 -6.28 -6.97 -6.24 -7.29 -6.48 -6.83 2.44 -7.51 1.77 -6.31 2.21 -6.13 -6.25 -5.77 -6.90 -6.81 2.11 -7.73 -8.38 -7.22 -7.54 -7.93 -8.05 -8.34 20
514 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.99 -7.34 -5.76 -6.35 -7.21 3.06 0.77 -6.58 2.89 -6.20 2.22 -6.39 1.73 -7.19 -5.27 -7.15 -7.80 -6.36 -7.46 -7.41 -6.76 -7.23 -7.44 -7.49 -7.94 -8.78 20
803 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.78 -2.90 0.72 0.51 -5.81 -5.56 -6.78 -6.47 -0.30 -6.55 0.09 -5.73 -1.32 -5.39 -6.50 2.88 1.77 2.41 -5.41 -6.93 -7.91 -7.18 -6.38 -7.27 -6.67 -8.59 20
785 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.27 -7.03 -7.22 -6.83 -6.38 -6.63 -1.76 -6.84 -7.65 -7.90 0.95 -5.69 2.50 -1.27 -5.25 -6.88 -6.11 0.07 -5.57 2.76 -7.92 -7.09 3.47 -7.58 1.08 -7.31 20
688 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.24 -6.50 0.81 -5.84 -6.03 0.29 -6.09 -7.30 -7.29 -7.47 -5.10 -6.29 1.11 -6.01 -1.01 2.20 -6.74 1.47 -6.22 -0.05 -8.18 -7.76 3.46 -8.82 -0.75 -7.42 20
832 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.71 -7.05 0.90 -6.54 -6.56 -6.13 1.85 -5.56 2.67 -8.23 -6.15 1.24 -0.58 -1.29 -6.79 2.07 -7.26 1.29 -5.81 -7.89 -6.74 -6.79 -6.69 -7.54 -6.55 -7.36 20
850 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.28 -7.58 -6.29 -6.33 -5.85 1.34 -6.39 -5.35 -1.51 -6.65 -5.98 -6.28 0.92 -5.06 -5.41 1.87 0.52 -5.91 -0.52 1.94 -7.50 -8.92 -7.68 -7.44 -6.79 -7.55 20
737 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.10 -5.83 -5.90 -6.43 -6.13 0.27 -6.40 -2.93 -2.32 -6.37 0.70 -6.56 -1.19 -5.17 -6.33 -7.19 -1.07 0.60 1.54 -7.31 -7.51 -8.06 3.24 -8.24 -8.56 -7.43 20
610 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.73 -6.06 -6.49 -6.47 -5.62 -7.43 1.37 -7.28 2.47 -6.54 0.45 -6.33 -5.49 -6.80 -6.50 2.16 -6.74 -7.08 -6.77 2.64 -6.33 -6.90 3.69 -6.82 -8.00 -7.27 19
691 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.91 -6.17 -6.15 -5.96 -5.92 -7.04 1.81 -7.13 1.97 -7.51 1.83 -6.27 -1.83 -8.39 -5.80 1.47 1.35 -0.82 0.91 -8.06 -8.20 -6.59 -9.26 -6.65 -7.01 -7.21 19
608 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.32 -6.94 -6.11 -5.60 0.85 -7.86 2.60 -6.88 -5.88 -7.40 0.92 -6.67 -7.31 -5.85 -6.28 -4.86 0.87 4.29 -6.54 1.96 -7.82 -7.97 -8.12 -7.92 -8.12 -9.88 19
609 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.94 -6.17 0.82 -7.26 -7.52 1.13 2.59 -7.40 -8.11 2.94 0.80 -7.37 -6.88 -7.71 -6.41 1.44 -5.73 -7.30 -7.73 1.69 -7.08 -8.58 -5.99 -7.35 -7.33 -7.29 19
817 372 8 0.01 24 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.28 -7.25 -6.41 -6.29 -5.87 -8.04 -5.62 -7.23 -8.11 -7.32 0.95 -7.87 2.28 -4.78 -4.73 -7.41 -7.81 2.06 2.38 0.93 -9.00 -6.87 3.75 -8.38 3.08 -7.40 19
656 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.14 1.69 -6.27 -6.88 -7.07 6.14 2.41 -6.17 -6.72 -7.22 1.95 -6.64 1.76 2.38 -8.02 2.82 -7.85 -6.47 -6.53 -7.27 -9.96 -6.79 -7.71 -7.20 -7.52 -8.12 19
417 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.69 -6.08 -5.27 -6.38 -5.84 -0.58 2.46 2.36 -7.01 -7.49 2.73 -5.44 7.39 -6.56 -7.11 2.25 -7.56 -7.35 -6.85 -7.63 3.55 -7.55 -8.02 -7.42 -8.01 -7.04 19
418 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.04 -6.83 -5.33 -7.25 -6.14 -5.62 2.22 -6.95 2.88 -6.62 0.38 -7.72 1.18 -7.32 -7.25 2.75 -7.87 -7.80 -7.79 -7.47 -8.26 -7.12 -6.23 -7.62 -6.95 6.51 19
771 372 8 0.01 24 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.73 -6.52 0.18 -6.72 -5.49 0.06 -5.96 -7.60 -7.37 -7.92 1.49 1.97 1.92 2.50 -5.30 -7.27 -7.25 -7.36 -7.45 2.20 -7.51 -7.37 -7.16 -7.34 -7.72 -7.59 19
720 372 8 0.01 24 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.89 -6.21 -7.07 -7.61 -6.02 -6.34 -0.22 -6.37 -7.16 -7.70 -6.19 1.06 2.35 -6.92 -5.99 1.47 -7.94 -6.24 0.79 0.24 -7.18 -8.41 3.95 -6.54 -8.01 -8.32 19
675 372 8 0.01 24 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.08 -7.96 -7.42 -6.58 -6.46 1.61 -0.14 -6.81 -0.06 -7.21 -6.57 -6.14 1.94 -5.44 -7.00 -0.05 1.06 0.56 1.46 -7.23 -6.35 -8.63 2.29 -8.63 -6.92 -7.59 19
611 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.42 -7.31 0.96 -7.30 -5.73 -5.99 2.00 -7.38 -7.31 -8.17 1.39 -6.99 2.20 -6.86 -5.91 -6.14 -7.16 0.73 1.53 -7.32 -6.98 -7.59 -7.70 -8.60 -8.44 -7.40 19
816 372 8 0.01 24 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.55 -6.45 -5.83 -6.99 -6.51 2.08 0.94 -5.24 -6.65 -6.79 2.10 -6.03 1.74 -6.02 -4.91 2.68 -7.31 -6.61 -1.82 2.12 -8.06 -8.34 3.58 -7.66 -8.62 -6.48 19
801 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.48 -6.64 -6.41 -5.82 -5.89 -6.61 -2.40 -7.71 -5.81 -6.46 1.21 -6.28 0.22 -0.33 -6.27 1.49 0.26 1.46 0.85 -6.82 -8.41 -5.77 -7.19 -7.76 -5.89 -6.36 19
449 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.64 -5.50 -4.68 -6.33 -5.63 -6.51 2.45 -7.76 -7.53 -6.91 1.91 -7.80 2.18 -7.50 -8.01 3.54 3.10 -6.26 -7.13 -8.55 -8.01 -7.34 4.29 -7.93 -7.10 -7.28 19
849 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.62 -6.48 -6.39 -6.64 -6.72 2.10 0.13 -6.89 -6.65 -6.85 1.27 -5.50 1.49 -5.56 -5.26 2.72 -6.05 -1.38 -6.48 0.58 -8.63 -6.96 -8.16 -7.26 -6.96 -8.46 19
642 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.52 -5.39 -6.59 -6.81 -6.27 1.68 -6.66 -8.11 1.97 -4.94 1.77 -7.33 6.04 -7.84 -7.33 2.39 3.20 -7.29 2.09 -7.19 -6.73 -9.26 -7.46 -7.54 -8.87 -8.25 19
595 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.55 -5.72 -5.85 -6.06 -7.68 -5.76 0.84 -7.54 1.28 -7.28 -7.32 -7.11 2.30 -6.97 -7.02 1.90 -6.66 -7.43 1.94 0.36 -8.37 -6.54 -6.57 -7.29 -8.72 -8.53 19
704 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.82 -1.52 -6.93 -6.26 -6.81 0.78 0.99 -2.42 -6.32 -5.96 1.52 -5.13 0.56 -0.15 -5.82 -1.05 -5.69 -7.72 -4.97 1.92 -7.13 -7.63 3.35 -7.59 -6.72 -7.27 19
547 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.78 -7.21 -6.56 -7.13 -5.88 2.26 -6.91 2.16 -6.83 -7.53 3.01 -8.25 2.64 -6.04 -6.03 2.49 -7.21 -5.10 -7.01 -6.18 -7.90 -7.23 -9.12 4.59 -6.22 -9.19 19
499 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.92 -7.41 2.20 -6.91 -5.59 1.93 2.76 -7.19 3.54 -7.89 0.06 -7.12 2.71 -4.58 -7.25 -6.29 -6.51 -6.74 3.95 -7.13 -8.60 -8.28 -7.38 -8.03 -7.70 -8.80 18
835 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.76 -6.85 -0.09 -6.83 -7.24 1.70 1.40 -6.79 -7.21 -5.63 1.03 1.31 -1.94 -6.75 -6.73 2.75 -6.12 -5.85 -0.01 1.90 -7.27 -7.82 -8.91 -7.03 0.47 -8.42 18
755 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.62 -6.35 -6.26 0.10 -5.81 2.00 -0.12 -5.41 -6.24 -1.52 -4.70 -0.37 1.78 -5.19 -5.26 0.49 -0.47 -5.22 1.07 0.47 -8.76 -7.22 -7.29 -8.48 1.26 1.54 18
416 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.54 -4.49 -6.15 -7.06 -5.86 -8.71 6.51 -6.89 2.28 2.16 -6.38 -6.97 2.61 -7.65 -6.89 3.05 -7.04 2.22 3.41 1.48 -6.37 -7.57 -6.93 -9.11 -8.94 -7.94 17
513 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.91 -5.43 6.51 1.67 -6.73 2.13 -6.09 -7.30 -7.76 -7.12 -6.39 0.09 5.13 -7.76 -7.65 1.59 1.50 2.28 -7.47 -7.35 -8.21 -7.09 -7.58 -7.58 -7.55 -8.28 17
800 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.06 -6.30 -7.06 -5.81 -7.82 0.48 0.22 -6.47 -6.87 -6.45 0.75 -5.59 1.54 -5.52 -5.05 -0.70 0.33 1.59 1.69 0.16 -6.61 -8.80 3.01 -7.47 -7.19 -8.76 17
707 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.95 -6.57 -7.37 -6.21 -5.87 1.94 2.55 -6.25 -1.28 -7.26 2.51 1.57 0.19 0.64 -5.17 -6.49 -5.55 -0.25 1.99 -7.27 -8.39 -9.07 4.38 -6.89 -7.01 -8.47 17
497 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.67 1.49 -6.06 -5.16 -5.79 2.29 0.77 -8.83 2.51 -4.77 1.22 -8.08 3.97 -4.79 6.51 2.64 3.79 -7.87 -5.67 -5.55 -9.02 -9.08 -7.11 -8.24 -5.41 -7.74 17
736 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.33 -7.01 -0.03 -5.59 -7.11 2.18 0.84 -6.17 -7.30 0.03 1.28 -5.43 0.79 -6.43 -4.87 0.55 -8.19 -5.59 0.72 0.01 -8.25 -6.85 3.95 -7.88 -7.07 -5.93 17
851 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.99 0.24 0.27 -5.81 -6.95 0.79 -6.42 -5.73 1.42 -6.42 1.18 3.32 1.29 -5.45 -5.89 3.28 -5.53 -0.99 1.01 -6.67 -6.30 -7.16 -6.02 -8.06 -8.02 -7.92 17
641 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.98 0.39 -6.83 -6.24 -6.60 2.61 -6.84 -7.81 5.45 2.71 -7.25 -7.02 -5.95 3.89 -8.41 2.99 -7.47 3.02 2.19 -8.45 -7.79 -8.16 -8.07 -9.09 -8.08 -8.74 17
560 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.99 -4.80 -7.18 -6.10 6.51 -5.93 1.25 -7.24 3.17 -8.11 2.49 -6.03 2.53 1.43 -7.54 -7.31 -7.24 2.44 2.46 -6.06 -6.58 -7.78 -7.33 -7.73 -7.80 -7.65 17
833 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.26 -5.77 -6.86 -5.82 -6.33 -7.10 0.96 -5.47 2.22 -6.79 0.70 -5.85 -6.20 2.88 -6.03 1.18 1.82 2.03 1.12 -0.56 -6.27 -7.31 2.58 -8.33 -6.79 -7.17 16
419 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 -6.72 2.82 -6.54 1.19 -6.63 0.86 -7.07 2.53 -6.22 1.92 1.83 1.55 -7.12 -8.39 1.33 -6.51 -6.18 1.18 -7.16 -7.61 -8.83 -7.15 -6.87 -7.20 4.39 16
784 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.09 -6.43 -4.79 -6.66 -6.64 1.57 1.21 -5.98 0.29 -7.52 1.57 0.49 -1.76 -5.50 1.17 0.96 -5.16 -7.74 0.59 -8.79 -6.99 -9.18 2.67 -0.18 -8.08 -7.45 16
657 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.41 -6.33 1.94 -5.73 -5.95 1.90 2.50 -8.04 2.34 2.03 -6.93 0.07 1.66 -5.98 -7.39 -4.98 0.28 2.45 -7.64 -7.62 -7.29 -7.13 -7.12 -8.73 -6.05 -8.23 16
752 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.32 -6.83 1.47 -6.58 0.22 0.57 1.27 -5.69 -6.26 -7.80 1.89 -5.11 1.84 -5.11 0.18 -0.32 0.74 -5.98 1.02 -6.10 -5.78 -6.13 3.25 -7.17 -7.80 -7.37 15
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 70.133789 5.173970
mAP_valid_abs_values_11 69.235263 5.757998
mAP_valid_abs_values 68.522737 5.606974
mAP_valid_abs_values_7 68.251158 5.204362
mAP_valid_abs_values_16 68.250632 6.685161
mAP_valid_abs_values_19 67.597684 5.817566
mAP_valid_abs_values_6 67.250842 5.237914
mAP_valid_abs_values_9 67.239053 5.308790
mAP_valid_abs_values_18 66.648526 4.490369
mAP_valid_abs_values_23 66.428842 5.279467
mAP_valid_abs_values_10 65.846105 4.044897
mAP_valid_abs_values_2 65.743053 1.891345
mAP_valid_abs_values_20 65.708632 4.880631
mAP_valid_abs_values_12 65.336632 4.283634
mAP_valid_abs_values_3 65.163579 4.373265
mAP_valid_abs_values_17 65.139368 4.920968
mAP_valid_abs_values_5 65.091895 4.196017
mAP_valid_abs_values_4 65.090737 2.915105
mAP_valid_abs_values_8 64.898632 4.267166
mAP_valid_abs_values_24 64.880316 3.156428
mAP_valid_abs_values_25 64.860737 2.973274
mAP_valid_abs_values_14 64.549474 4.670565
mAP_valid_abs_values_21 64.514526 3.456721
mAP_valid_abs_values_26 64.496000 4.791313
mAP_valid_abs_values_15 64.477263 2.788738
mAP_valid_abs_values_22 64.048421 3.819458


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_13 69.564474 8.505445
mAP_test_abs_values_7 67.061447 8.774777
mAP_test_abs_values 66.569000 8.392549
mAP_test_abs_values_16 66.361395 10.602034
mAP_test_abs_values_11 66.241500 9.821996
mAP_test_abs_values_19 63.881053 9.903692
mAP_test_abs_values_6 63.083526 8.951023
mAP_test_abs_values_9 62.778947 9.100079
mAP_test_abs_values_18 62.212684 8.316630
mAP_test_abs_values_23 61.381184 8.953537
average_map 61.082160 1.626776
mAP_test_abs_values_20 60.707026 8.455089
mAP_test_abs_values_3 60.487842 6.344403
mAP_test_abs_values_5 59.937526 5.046401
mAP_test_abs_values_10 59.849237 6.680320
mAP_test_abs_values_12 59.790816 7.064701
mAP_test_abs_values_2 59.776158 3.780949
mAP_test_abs_values_14 59.036816 6.561387
mAP_test_abs_values_17 58.949211 7.092382
mAP_test_abs_values_4 58.889500 3.356076
mAP_test_abs_values_8 58.609000 5.716782
mAP_test_abs_values_15 58.129816 3.100817
mAP_test_abs_values_25 57.436342 3.974486
mAP_test_abs_values_24 57.158684 4.272704
mAP_test_abs_values_26 56.960947 4.809833
mAP_test_abs_values_21 56.917895 4.025868
mAP_test_abs_values_22 56.364132 4.279633


Summary using radar plot

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1 + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




Comparisons of bit size results

T-test curves

MU-test curves